{
 "cells": [
  {
   "attachments": {
    "image.png": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# JavaScript 异步编程\n",
    "## 异步的概念\n",
    "**异步（Asynchronous, async）**是与**同步（Synchronous, sync）**相对的概念。\n",
    "\n",
    "在我们学习的传统单线程编程中，程序的运行是同步的（同步不意味着所有步骤同时运行，而是指步骤在一个控制流序列中按顺序执行）。而异步的概念则是不保证同步的概念，也就是说，一个异步过程的执行将不再与原有的序列有顺序关系。\n",
    "\n",
    "简单来理解就是：同步按你的代码顺序执行，异步不按照代码顺序执行，异步的执行效果更高：\n",
    "\n",
    "以上是关于异步的概念的解释，接下来我们通俗地解释一下异步：**异步就是从主线程发射一个子线程来完成任务。**\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 什么时候用异步编程\n",
    "在前端编程中（甚至后端有时也是这样），我们在处理一些简短、快速的操作时，例如计算 1 + 1 的结果，往往在主线程中就可以完成。主线程作为一个线程，不能够同时接受多方面的请求。所以，当一个事件没有结束时，界面将无法处理其他请求。\n",
    "\n",
    "现在有一个按钮，如果我们设置它的 onclick 事件为一个死循环，那么当这个按钮按下，整个网页将失去响应。\n",
    "\n",
    "为了避免这种情况的发生，我们常常用子线程来完成一些可能消耗时间足够长以至于被用户察觉的事情，比如读取一个大文件或者发出一个网络请求。**因为子线程独立于主线程，所以即使出现阻塞也不会影响主线程的运行。**但是**子线程有一个局限：一旦发射了以后就会与主线程失去同步，我们无法确定它的结束，如果结束之后需要处理一些事情，比如处理来自服务器的信息，我们是无法将它合并到主线程中去的。**\n",
    "\n",
    "为了解决这个问题，JavaScript 中的异步操作函数往往通过回调函数来实现异步任务的结果处理。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## [JS 异步编程六种方案](https://www.jianshu.com/p/d7f6077a0dd2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 回调函数\n",
    "回调函数就是一个函数，它是在我们启动一个异步任务的时候就告诉它：**等你完成了这个任务之后要干什么。**这样一来主线程几乎不用关心异步任务的状态了，他自己会善始善终。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "回调函数是异步操作最基本的方法。以下代码就是一个回调函数的例子：\n",
    "```js\n",
    "ajax(url, () => {\n",
    "    // 处理逻辑\n",
    "})\n",
    "```\n",
    "但是回调函数有一个致命的弱点，就是容易写出回[**调地狱（Callback hell）{what & handle}**](https://www.cnblogs.com/kainanhong/p/6671340.html)。假设多个请求存在依赖性，你可能就会写出如下代码：\n",
    "```js\n",
    "ajax(url, () => {\n",
    "    // 处理逻辑\n",
    "    ajax(url1, () => {\n",
    "        // 处理逻辑\n",
    "        ajax(url2, () => {\n",
    "            // 处理逻辑\n",
    "        })\n",
    "    })\n",
    "})\n",
    "```\n",
    "回调函数的优点是简单、容易理解和实现，缺点是不利于代码的阅读和维护，各个部分之间高度耦合，使得程序结构混乱、流程难以追踪（尤其是多个回调函数嵌套的情况），而且每个任务只能指定一个回调函数。此外它不能使用 try catch 捕获错误，不能直接 return。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2\n",
      "2\n",
      "2\n",
      "2\n",
      "2\n",
      "2\n",
      "2\n",
      "2\n",
      "2\n",
      "2\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Timeout {\n",
       "  _idleTimeout: 13,\n",
       "  _idlePrev: [TimersList],\n",
       "  _idleNext: [TimersList],\n",
       "  _idleStart: 682082,\n",
       "  _onTimeout: [Function (anonymous)],\n",
       "  _timerArgs: undefined,\n",
       "  _repeat: null,\n",
       "  _destroyed: false,\n",
       "  [Symbol(refed)]: true,\n",
       "  [Symbol(asyncId)]: 1274,\n",
       "  [Symbol(triggerId)]: 1249\n",
       "}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "1\n",
      "1\n",
      "3\n",
      "1\n",
      "1\n",
      "3\n",
      "1\n",
      "3\n",
      "1\n",
      "3\n",
      "1\n",
      "3\n",
      "1\n",
      "3\n",
      "1\n",
      "3\n",
      "3\n",
      "3\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "// setTimeout 会在子线程中等待 x 秒，在 setTimeout 函数执行之后主线程并没有停止\n",
    "for (let i = 0; i < 10; i++){\n",
    "    setTimeout(function () {\n",
    "        console.log(\"1\");\n",
    "    }, i);\n",
    "    console.log(\"2\");\n",
    "    setTimeout(function () {\n",
    "        console.log(\"3\");\n",
    "    }, i+4);\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 事件监听\n",
    "这种方式下，**异步任务的执行不取决于代码的顺序，而取决于某个事件是否发生。**\n",
    "\n",
    "下面是两个函数f1和f2，编程的意图是f2必须等到f1执行完成，才能执行。首先，为f1绑定一个事件（这里采用的jQuery的写法）\n",
    "\n",
    "```js\n",
    "f1.on('done', f2);\n",
    "```\n",
    "上面这行代码的意思是，当f1发生done事件，就执行f2。然后，对f1进行改写：\n",
    "```js\n",
    "function f1() {\n",
    "  setTimeout(function () {\n",
    "    // ...\n",
    "    f1.trigger('done');\n",
    "  }, 1000);\n",
    "}\n",
    "```\n",
    "上面代码中，f1.trigger('done')表示，执行完成后，立即触发done事件，从而开始执行f2。\n",
    "\n",
    "这种方法的优点是比较容易理解，可以绑定多个事件，每个事件可以指定多个回调函数，而且可以\"去耦合\"，有利于实现模块化。缺点是整个程序都要变成事件驱动型，运行流程会变得很不清晰。阅读代码的时候，很难看出主流程。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 发布订阅\n",
    "我们假定，存在一个\"信号中心\"，某个任务执行完成，就向信号中心\"发布\"（publish）一个信号，其他任务可以向信号中心\"订阅\"（subscribe）这个信号，从而知道什么时候自己可以开始执行。这就叫做\"发布/订阅模式\"（publish-subscribe pattern），又称\"观察者模式\"（observer pattern）。\n",
    "\n",
    "首先，f2向信号中心jQuery订阅done信号。\n",
    "\n",
    "```js\n",
    "jQuery.subscribe('done', f2);\n",
    "```\n",
    "然后，f1进行如下改写：\n",
    "```js\n",
    "function f1() {\n",
    "  setTimeout(function () {\n",
    "    // ...\n",
    "    jQuery.publish('done');\n",
    "  }, 1000);\n",
    "}\n",
    "```\n",
    "上面代码中，jQuery.publish('done')的意思是，f1执行完成后，向信号中心jQuery发布done信号，从而引发f2的执行。\n",
    "f2完成执行后，可以取消订阅（unsubscribe）\n",
    "```js\n",
    "jQuery.unsubscribe('done', f2);\n",
    "```\n",
    "这种方法的性质与“事件监听”类似，但是明显优于后者。因为可以通过查看“消息中心”，了解存在多少信号、每个信号有多少订阅者，从而监控程序的运行。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Promise/A+\n",
    "Promise本意是承诺，在程序中的意思就是承诺我过一段时间后会给你一个结果。 什么时候会用到过一段时间？答案是异步操作，异步是指可能比较长时间才有结果的才做，例如网络请求、读取本地文件等"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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SkXUxkeyMXDJTxRn00kExOxeEdLnzG7c0cIlvRboTy8kUxzYLybktIb5vBZB1OB3fOk2VboblvbLTcrClrPQcNGVmyoyFXOS9hHTakh4yaaAA0nkJzwc1Vh2zfl5QXLmnn1/P+KocUp48UvKWsmu5Z1/8bbL1aKJ63ou/7a1+JmBE2o8cOZnyW+eq36KwQegSeVgPonog07K9Gq7rkW1Y27R0uMK4bfwrXev0NZf30OcSV58L19c6Tesy6Gc6nDyzbps6rI6ruU5fXxcFrmWQYqkLlgpRMBCRZyYYuaQlmBfFTQJ/AQ3/Fhixam8yBmWlZl8RfNiCEzWo5nUqagDNlCl+lkG8MK4Hd+u09GAvady0cVB3hgVxa9kUtwp2XcorQrn1D21OkDeVmSHWMzuu+u1FVALo8kDnJWBbf1VfhhcaT9fLvLg6XGH8WvO9BGzon9s6T30uXMqgudW7Slnyn+U9l3sauAvX5f1L+XT6l5HNX+Lc6LDyPinyz+rQ711An2CCESs5mafFTwL/FhjJxrKOhpKYNCyhPJWq3JPnF9LOcS7lLCkp5xSlXjjH1VB6agrZmenkZGUoLufXQplZ6WRkppGenkpKegoX0i5wNu2covOp57AmXTbNdfn0tQ6r40taQvr++QtnETp3/oyiC+fOIKSvz54/g9CZlLOKRB5COn5q6gWsKS3lAkL6ns7vXPoFhPS15jqc5jc6vipHWirn0tK5kJpJSmoOKankUQ5pqRmkp6aRmZJGdnoaZEnv+985pD3q6azk5JKdmUlWeoaizLR09Uympqaka0pRdVTXU123hMu99Mw0MrLTyczJuCqSsAWFz8rNQkino8MVxnW4q+U6fc2l/etzSUOfC9fXOm3rMuhnOpw8Exlo0mF1XM11+vr63+bpuXm/V1Y6KSlnLtpkpJ8UEGSCkf9Op1Cc3rRQG/NVvMS/CUakw8nRqoe8LxPpiCe9PZHmzzfhodZ1qPPUfYoeaHMfV6I6T95D7VZ3q3CPPF+Xxh0fo8VrTWne5fECqWXnxymMWnRthlDzbhZq1qM5Qi26X0pPdGuONbXq2hwhfU+H1/Fb9miBkL6fn09eGXV5dJmbdX0coce7N1Oky6Pjt+reAmt6slsLhPQ9nV/z11sgpK811+E0v9HxLeVoRcserWjZvTWtuz2t6IkezyIk1890fZrnX3uaF195lt07fyyw472Kql1sgyiNSE4uiZPiafjkozzaph7129SlbpsHqdPmAe5rcz93t6mTR/dxd5v7qP1UHe5/9kEebFuXeu3r8mjHR2nQ6TEav9qYJq81UXVI16XL8aadmyJkG0bXO31fhyuM63BXy3X6mkv91ueShj4Xrq912tZl0M90OHkm769Jh9VxNdfp6+t/mzeVdt+lOe3ebE+nXh356dAO0tPOQnaOCUaKbcv+DxRcwMjlFg66nAj+LTAi+QoYySbLAkjywIgsPtS1X2c8argQ0ToEzyfdcHvK5arIpY0zQs5POePyrBtOz7hQ6hln7J92KpAcnnKiVB45tXGiINLPJax1eH3fNo5zayeEHFs74tCqFPatHCjxhD3GE3aK5Fxdt7TDaGlHieYlFBnNDIRKPG4hfZ3PW5TAsKa8+PYt7bEmhxb2COl7+fm1ssdoZcnbOn+7FnYI6XLYNSuBkL6+JE/r/PPOdTjNrzp+c8v72jUugZDRxA6jSUkcHnfCuNfAr74zJUINOnV/Ue3jc7k6fCs906YZadM9h7zOba3KU7ljRbxbeRLYLhivdgG4vxCAWwe/fHJ/wQePS8gLjxcs5N7ek2uh0u08ELKNY52ePHdr647rc6UV5be1p5wo+aSlzku9tyWp76o+5dX1/Lot17Z1S4eV+4U9z2sDKl19XlA6+pm0N5v2lx9XxyuobAXde9zAsKamBsb1poYlca/vjVMlR3oOeJV9+7ZCVopyehOfN/F9sz5MM421NMzzGyaBvLH6YvpSEa0qo/USzBcDXfmsqIERMUF06vsiXvVdqNKrHBXHVqJMZLmrotAJEQgFR0YQGl2e4OhyBERH4BsVXiD5R4UTEGmhoAnhCIWMv0j6ng6jub6vuXUc6/PA8WUQ8hsXlk/+Eyz3AsaFIeQ3JpSAMaH4jwr5C/mODkHIZ0wIvmND80nFyYsv6QeNK5h0/pKnNcl9nb/wwLFhqgxSDmuSfISs85ZzfV9z6zjW5/r5X+LnySNwfCjhY8OIGBdBUGR5gqMqETKqIhUGV+KefrdTooqBo789vXv3VitkFrai5pVrefEJocGI8B4jXyekXRiVht5OpdF3EDGmKoFjK+MzoRJeQpEVFPlMKIffhHL4jy97kfJ+c+u6dzXn+reyDavrj76vr/PbRFQEQVcgiSPxdR7WXKeruQ6rw+v7muv8bbl+rrntc11e2/s6vHWZCjuXsBJfpyXvLX1NSEz560rlx1fl/hH1MaoYeITbExMznOysC+RmZykgku+In+fsbIKR4tPOi2VJNQjRvlIWs4aVl2ne8saynbzsUimbphV06HRsn/3bYCSDTLLECCp+Wlnw54UzdBrUAZ8WLlQdWYmA6HA8EkKuitwSgtDkkRSKW1IIrglBOCUEFkjO8YEIucYVTPq5bXx9X/OC4ks5JG8h58QgXJJCFLlODKV0sqVsunwqbAFl0OlL/pKGJklT4gpJWvKuBZE8E5I8rck6f5VGYki+3LT8bMuv8xau30tz6zjW5/q5dVw517LwSArGPyEE/6RQ3CeVpfSUipSOiqDshKrcOfh2jHCDUv72dOjQ4ZLlu23r8K10rU2uCoyM7Unwa+WIiLwTn1EV8ZhQkZJR5TFiIzDiIjDiwzHiwjBiwygRG4J9TAj2sUF5FIB9bAB2Mf7XREa0L0K28SQt6/T0dcm4QIRKJQTjmBSCc3IYLhPL4Dop/C8kzySMhLUluW9NOqwOb/1MzuV5QXSlcFI2Idu4Op5tuQq6dogPQkje21omWnbXi7uMCaPyqHswKhnY+xuMGtWHzOwLFv+ZvElFCpCYYORW6gKK7rsIiBAgYpmhlmsZuMXPQtYikIfieZ+WTb26jxJaJpy573/I6bNn8h5dhCAXwUzeu2q38hyLI2k+KLHCOXr66zXxK0zlzc9HmWlyyVCGmotgJC07nS5jO+P6hDNlR5XFLSqQkvG+V0Ul4n3QZJ/oh12Cr7o2Yr25HNnFemNNl4SN88YQis8jfa15IWlLOSR/+2R/Sk4MoOTkIEWOk4MRcpgUpKhUcgBCDkn+BZLEVzQpAPtJAZa0Jgbkx3eaHMzlKD+/KcE4TLHkbZ2/48QghHQ5bLkq+0RL3tb56/u24W2vdTiJa00lJvrikOSLS5wXLnE+lEjwx0gMxC7SH9cRwZTtXxGjqoHhY9ClS5f/JBh5fdybeLwYSkTCXfglVqVUfDmM+DIYiWUwkjWFYiQHYyQFK/mJDBUl+WMIJfpdG8X7YgjZxrNOT55L/Y/1slCMJ0a0B0aUO0ZyQOEkaeq4uv1orvPVXIfV4fV9zW3Lp6/1c831fc2t30PfE67D6/JcievwmlundZ3OS0WFET6qBkZZA3s/g8TEsQqMZJClZivL95sJRvLGM5PdeAmIJkTcPDPIIY1spCLqrydBKSeP/kHrVu0xDFfsS7njH1yGqe+9w8nTp8gmk+z0lHx7jqq8UmQx72Sft5CaD3eZ99DmoEL4X4DKNYKRLHItts88tJSek03PuP9Ropkj5aKrKjDiEOdL4eSNQ5yFSsZ783dIx9f876Rhxrl22Yu8nWO9cYnxxTHWH4c4IV9cxwcSPvR2jBoGhpfBq6+++p8DI9LGe0X9D/fngwmLrU7pxAoY8QGUSPRVZAEdFwFIiYRABegE1Jl0a8jAJaoMYUPvUGDEOdiB+JhxZOakqQ9SWTpF+vO871HVgZtmmsuMY+ajfy6Bv4CR3BxLx5wB539Lo0fXIZQoGUpAuQe5p+ELGG5lKeEdypj4JE6e/p3M1PMKfQiWkMorGhZ1ZMu0yRTLxHt9ryBeCAhRgMZq8bB8UHINYES0JILshQRYSRoXsjN4M6k/xuOOhMdUwy0qGMdYGaws9FdQchGMyOB2raBAAxCTXyrHmyEPRysw4hLtj3OMPw7xnrhM8CdsWB4Y8fzvgpG3ovrh2TZUgRHXpHIYCaJt81RkARyB2MX7m3SLysAtMg+MlDNwDXImPjoqH4zIR5wJRgoasMx7N0wCGozohQMvpGdw5s8LalXBpKh3cfeoiUtAA25vOIjqbaKIaNQPI+BBDK9KDB8Tp9ZrSD9/jhOnTpOWbVmMUAESDTKuVHIdrhCeD0K0eedawEiOZRmJrLxlz7NycvLAyEATjORpe24GKPi38rgWMKK3eLc288n5rXbo9xPNSJ+YgXg9H3YRjCT6Yp/kpcguMQC7xCATiNyiQERApoCR8GHVMcobuAa6EhcZTXa2GLZlDqKAkVxTM3KrdQBF+31ylcOSlFGr5FLO5zDn3U8ICrgLt6AmlK83hCrPziLkqdmEPfsegU1G4VCpOa6htejWcwA/7TukXlGQtF4ZWQCJWEZ0moXKoBAQcl00IwJGBIjkLVeuwchbiSYY+bcAws3M1wQjf2111mCkf9xgBUZCoqrhnBCOYYKR/xT4EjBSdngNjHIGzgGuxE6IyQcjslWCZbuEi3XINNNclIV5dl0lcBEmyCqMcmSlQWYKfLPyR8pG3IdRqir3PhVP5WfnEfjCYjxf/Iqgbt8Q+OIH+DYeiuMdT2I4laFTr6HsPX5abfMiYOR8hmXLF0kzP5c80JGVLpDFcqSnZ1o2Z7oMILmiZkRrTArheo8StWyzrJeSlYECI00dKRttmmluJji42XlpMOIc46tMNMpvxNpMU93AyDPT/Bc1IwJGvNuFExx5B07iuJrsZ2pGbmFNiK3JTcBI+eG1LoKRcdFqVencXNGNmGBEj1Mmv+ESEJhggQrZ6RlKjXH2xAV2bT5CtaqP4ht0D3c82pPKz81QQMSt4yocOq2mZKfluHRcSGDHGQQ9PQ6jYlOMsNo0feF1Tl0QXYjlSM+GtCyr1bY14Mh7LiBDDr3RnNaE2PIbCkZiLA6s2l9EuOkzcvN9O24kSFGAxAaMuI73tziwChjJc2D9T4KR+IH4tC9D0ISqOMaFUWKivwlG/mNgpMLIuzAiDFz8XIgZG2mCkbzxyWQ3VQIajMiucTmQnsuRXcdo+uhTONiHUaZCI5p2eZugFz7GudMqSr6yGrtXVmL36lJKdl6Ee7cF+HeZi+9zsRhBj2GUuZeHHn+a/fv3k3H+NOnn/rS8jYAQdYjqAtJko5Cc/JtKM6J2nM3Ng0Z5oEWXTjugavXyX3ghGhENYi6rGckDI5cbDK/VYdU2/OXSNp/dBOAT74kAEtGKKLAZ74nreF8TjOTk0D9+IH4dZDE+ASMh2E/ywyHZE4dkb+yS/BC/EfsEC9l+VZvXxd+xVzQjFUfdrXxGBIxEj55gghE9XJn8ZkpAD/d564mk57Jrw06qVrgbp1Jh+IfV5t7Wwwh9YQ5unZZS6tVlOHRfgXPvb3Do+SUluy7E6DSX4LeWULbzbIxqz2H430nTFq04uGuL5UVSzuVrX2RVP4EbshmXHKkp6axe/R3nz5xXgCQz2zLrxapUSm9zPcBI/pIneWaaPgkDMcRME1MVl+jA/Km7BYEDW3BxrdcFpWneuwkgRDvoxnvm/b4WrVfJBHdcJvgSNqwyhqkZyQMjVWzAiKcJRv4DGpLLgRH56DN9Rm7mePyfzst62L/obbpl3Q6aNGpNKVc/HAKrE1L/LSp0mE3IG0vw/N8qjNeXYddrOU7dF1LilY8wui6jdI+v8X/+PVzueQnD2Z/a993F/g1rQIERC8iQFR9lZ1sBJLLPTWp6JvXrP0r0+NGknD2d/0voxdPyuUzvtZ5BcwVNiNaI5HO91bnw7BzSMzNQYKSJBiP+lEzwLJz+5toiGrSYwOMmAg8NQKy4/liG4iEAACAASURBVG0t5jdvFBiJ9LaAEat1Rv6rZhq/DmEETRAwEoT9ZB8cJror7Yhdko8CJKZmpPhrQArTYgkYqTTyomYkdvQEyMwAq4Uq8ztmwHRgtZaGeX4dJaDByEWTiZhRsjNyOXb0Vzp0ehl7jyBKBj+I/8NvEt7pXcL6LMX5jS+w6/G5AiNKO9J1GUaXlXh3W0bg81Nwubs1hpMP99esxndffApZehE1yc9yZGWksXTpUgKDQ6lcuTIrVn1NWpalHPkgJA8fiWbkH4GRzLylTkwwclkN0K0ImgSI2CW6q3UzNDi0S3TDRYGRSpcsevafBiORt10KRia6Y4KRWxeEaHCSD0bKGbj5umCCET1CmbxISCBT7CViRslIZ8qM9ykVfAeGXXkcar1IxZemEdbtIzx6LMSh+wLsX1+EQ/fPMF77FKP7Ilx6fU5Al9kENO2BYe9A1UrBfLNiKWkpF8jNyYBcy4TfkyeO8/xzz2Lv4IideyAN2rTjxJk05btqPSVY4MslQEQ0JNeqGbkCGJGZFmrAkkErb+DSCz8J11/W+fwaNSW34iBfXN5JfrMSSe6KFBhR4ETAiCdhwy6Ckc6dO+evwGpb34pEo7yOhdDvJ+uMiM+Id/sggiJvU3sr2U/2wmGim9KO2CV5mZqRW9xUY4KR69iwzKRujAT0cvBnUzJY8v0WytVuglGqPCWrPkPok+Mp23UeHj0+xrHbAly7LcSx22cY3b7A6LEMu9cWE9p5Ht4PtsExOJwyVe5g7ofzkeliYqLJyUpjw4Z1lPb2xt4rGLuy9+JU4QEmzfqY0+dS1Aqu+ZN/rdSFuhP9O2BEJ6rNNH3FZyTPTGOCkX/XjHIjgY01GNHA0i7JRYGR8GEVLJoRd8veNHo32/x6lmcavDEt7N9LVb+fBiMebf0IiqyowEiJSZ7YJ7sq0mBEf0Wb/NbTlJhg5N9rh2bO1ygBgQ9nc3PZfPgYLdp1xS28NkZgPdzq9aTGwM8JeH0RRruPMF5cjNF5GUb31ZTquh6vLt/g/+JM3B97E8OpPKF31GHmvHmkX5Adf3MYNnoMhmcYlRt3pOxTgzA87qZa3aYc+fmEKmFGLpawOemX2C9VR/o3NCMKjIjKJStHbRWvwEhji8/I9QYjN3JwNdO+NuBUEBgpmeiC6wRPIoZWsDiwuhl07dpV7cekB2prfo1NpsgH1++mwYjr094ETKigdmwuDIyUjPPHlkxwUvzBiQlGinxzNQsoEhATiYARcTk9cf4Cx3/7g+59huMUWAPD5168H+tNmQ7T8H9lIZ7dvsar9/d4/G8jbj234tR1LW7dvsHzpffxenwgRsBdeAaWITk+hp92bqNKzdoYIfdSsf0EKr3xPkadLhj+lRk0bCTn0nMs/iMZFyBLpgH//V1/1QvIKmwCRAoAI7JRnmyidj3NNCZguDbAcCPldVVgxNWgW7duyhwoA7QerDW/1XoD/V4ajDi1ds8HI8ZED0RzJFQi0VNtmCegwxaIyLUJRoq/DEwwcqu17lvwfTQQES5g5M/MLFLJ4c+MVKbM+oDb72uK4V4Dz5od1MJnYd3nEfzmCgL7/YDPgB9w7P0t9q+vxqXHCnw6zyeg5SAM9xDCgvxp2vBRHAMqYNzTkTK9PqPc0LUEdXqXkqHVqVa9JqvXbyU1U3IWZ48LkJN56QBxDZqR4gBG1BoYsg5GIVTYYK0dMq/EC4uv87N97hjnqTaTk/uStmwsp8hqhoptnBtyfR3yvVow0r17d9WK/4tgxOEJNwVGXJJCMMFI8QcY1wISTTByCw7et9oraTCSlptLqtqT1/KGaaRxJuU8GzbvouWTnTHcq1KiSiN8n+hLmZdnENBtAUEDV+E56Afs31qH8cb3lH5rDUGd51KhZXcM3wgMJ1+MoLsxmo8mYNAP+A3bTUCPL/F5sBOGSyDd+g7lbGpaXq5pyulVf80pboIRNSvmSiBEPy8MKGgwcimXBcLccYh3z3fcvbFgRHZK9ler3irgI7vsqtVSfbGAIimLXifk2jUu1mBEzhXZmmlcDUwwUoGCwYg3dgm+xUIzorU31zIY/9fD5oOR8pYVWM3ZNLfaSH6LvI8AEiFxJrW4nir30/y3++XX0/QZMhbDOxgjsCphzftRtes8bhv4LaXf/A6j11qMXhtx6LMFz/99R0CP2Tg/OQSjXHOMWh3x6j0ftyE/4PDWbsoMPkL4Kx9j3P40jqG3sWz1CpXPhVzRx9iozq8VjMgLaMrOVbMm+iUOokQTJ8rHVMM1Vvbj8LgMWXYx1buZOiR6YU2OCV5cjqzDyrkO6xTvRUHkEueFkH6mw9umc7XXjgk+FERO8T64xPmo93eNFS7XXjgleOCY4IFDUmkcEuVcl7ngdApK+2rvOcUF4BIThlNsCOIwKe/kERWCZ2RIfln+KRjRJjgBIiqtBBdKj/ek3JA8nxETjFxGM5IHRuJ9KZlHDgl+WJN9oh9CasXWJD9l2imR6JvPr/+AH4hdfCAlEvzzyHLtEBuIkOWZPLfQ9c//1tGeCBgpbAVW+fAzFz3LH+7Mk6IgAQ1KpCyixs7MzFROoLIuQ2Z2NtGTkgi7827sg2vhdlcHyr7wDuUHrMVrxG6M/tux67Mbhz4/4txvNS69PsP1lbm4vDoXl8ErKDFwLSX7HsR7yEn83tqCQ9PxGEE1aNauPUfP/Mb5nDQFiP6RZkQDEYWqij4Y0SBEcw0GrhZ82Ia7HDDQgERAiZDkKflZ0vCwAiPXH4hIuZzi/HCJCVFrXIiJQEBh6egQBUikbAKGTDByfXsB3Za0z8jlzTTFAYxcCg4ughQLWDHByKXysZbH5cCIuVHe9W13Zmo3QAJ6cShJOkc2fslN55vVK6hR/W4Mt3CcqrWmzItT8On3PXZ9f8Sx3wHs/7cbo98WSvVfS+jIbQSP2oExYB3G4K3YDzmE89CfcR9yAK9uSzBqvIARWI2p02eSmXpW6Wd0B6r4LaIZ0SDjWrkt2LjSdWFgRMdTGp9EWW3TB/tEoYtfvo7xfigqRLtSWNpXc1/AhpACP0mlMSY5YzfR1ZJffIAqj5HsZfFb+Zv+KqINMTUjl3YCui0VXzBiNbgm+CozkmhijGRvC8m5lWZGa27yed5eO+bKsv6YYOTStmFeFTMJSCemAYksZqZ2v8s6z46Na+nWvSelQqtjlG2IQ4ux+LyxHO8+u3Dqe4ASA/Zi9NuOy4A9+I45jtFvK8aIvZQYfhhj4CFKDj2q/EeCOs3EKN+EkPJ3sn3j+kvAiIjqWtcZyTfRWGlGBiT8+2aaixoIrYm4MbwwYKDASIIFfEjHLJuiWTZGC8Ih3kKO8QF54MCvQFNPYWlfzX0LGLGYhZwSSuOQ5Ip9Umm1a6wAI2OSF8ZEL+wSrt1XRPvJWIMRdU/8TxLc8sw0lSxTe00zTbEy05SI80OTmI7Ex0iW+ldgZJJlCXu5L/eEKxBiA0A0EFH1/hZf2MxaE2J7bg1GnPzNjfKK2VBsFld/Wamdd/N23029IBviwZGff2HQ+Dh8qtTGCLoL93o9Kd/ze/wHHaXk4EOUGHIMhwFHsRt0FGPQIQwBIkOPYAw6gjHkZ5wG7cO1y5c4NxyM4VGJ//UdyKlTv6u0db7/FIxkZ2YiYMS+8c3xGbHVfGiNhHDthyLcssjUpfesn1/tuXX6GnA4JPigyRooiJmkdFI5vCdXxhgTgHNcGbWVvEN8iAWQJOSBkRugGZFyiGnII9oPv/hgApLDMYY4KpmIycYCRnyuCxhR/iJ6tlK8G+7jvKkwuBJGNQPDBCOXBSN6YLfs7eObD06134jWONwon5GLjql5/iBxARix/hYa6YLrCA8chrlixHhhNzUUt6QQAieWpcr7tfCdFK4Wc3NIDEZRUmD+LsTWgORGntsCgKJ0LWCk/GjL3jQCRiLHTCA7O4Ns9Wf6jJijfRGXgAYFFjBiKWxONqSmniMt/TwpmalET5xKQNkaGF73YdwzEueXvsOp/0GMAcewH3ACu4EnMIYexxh6lBKDf8V+0K+KC2Bx7rMZl/bvYoTXJaLmg3y06It8MCL+Kn8LjIgHrqJcigoYsQYgYo6wJg1MCuJXAiVXC0ZEM+EaE0Slqffz4ua+NFrWDr+YyrhGh+EUF2QBL8rh9sb4iwgYcY0JwHdMWZp/8Rz/2z+S+z9qrPxIFBhJFoDm88/MNPHi82CZRSOaETVzyAQj+WuqyHLwV/IZKWpgRICIfUKQclQNmnwbtSbVJGxMWYzIEJynVCIgvhJPfduO7nvepOq7d+EaF2oBInmA5EYCD6VpSQy4BPAUJfBhW5bLgZEsTDBSxIdis3gajCgu3q35xwVy0n5m29ZveK17Vwz3chil7sKo3BO/9osJGnYI50HHcep7glL9f8F+8BGlKSk54A9K9f8D5/4/4zzwAM5D9uAzYBV2jbphOPnT5sVXOHnypMolPV1WZFWWm3x+RXCSD0QEkOSSk5XNwMTBSjNSIaoqLnF+2CV7FEq2g/9fBvsrzK4pKLxOU8CGAiETLSYJMUsosgEnEkYDEx23oHQLumetCbE995wQzrOfdmElW3n73EfcNbkePuPDlMZClgW3m+ic58R6YwCJR2Q45UbUoc/aeFbxE29sHolndChOSZ44JXorh1ptcvk7XKYL632G8uMrM4035YZUwrjT1IxcCYyoqb2FzKbRWhHhN0szYsR64zy1DI4TQ6j3ZTPmpM3i5SWv4Z94D05RVbkt5j4ijyfwAZ/Q6MMn8IgNp1RyUD45JAViTdcTnIiZ00i2yMIhIQAhWwBQlK5NMJI/eJknxVECBYGRlLMZnDq4m8SxA6l+522U8g7BpeoTBDcdTcUOHyhTTejIgwpsOPU/itOAn5XZxn7wMQSMOPX/A9f+x9TzkkN+wm/8diqMXIRRqyXeFe5izox5+V9zFg2HAJLsi6uzXoVTq2VJ2Vxkf5rBCYOxb+hIucjbbzgYEQ2EAJ7S0UFqlkjpmIC86bR+yoFTwIVoAGQLd5nm6hodnq+dEOdRC8CQmSZeSlvhEhug0pLpr94TwhTJuaQr4Y1kH0pM9FbxZKquR4wPPpF++I0PUuQZZclfzEfeE8JpO7sLG9nHjN8+ocqomgSNKoN3lA8uCa44JrrimOyT71TqGqPzlKm3lvLL1Gj9bp6RYQjJ9Fy5J2EEAJVK8lZczEKiDfGICsJ7QgghI6tw95CmDP4ymW2cYPDmGLyig3FOcsM1zkNNN7Y4ufr8rR2HrcGI5QtfFnFzp/R4ASOVTTByFZqRwsCINRC5eWBEzDOelJ4ajldieV5e352tbGDo8iGUi66Dz5hq3DO+HjN/nsUavuflTzsTOuZ2fKIqKPKIicApIZhSiYGUEp4QjPhFyYwuAcaeEyIUybncEzAh7clICsApNozSUeF4REkdl3ZgIbm+GFban4UkrqRdlFerNcFIcRyBzTIXLIFcSDmbwwfTP6LpAw9TPqQczl6VCa/XhTu7LSSi9w9UGL4dz/4bsX9rAyUH7qTU4H2UGnKYkkMPU3LIcUoNPoHjoBNKa+I8+CClBv9E6VE78R+3EZe2sdj53E392o3YtnMHv50+ZVkzRJZ2l9VZuaA24LucdiQ7D6hoMCLmJQ1Gyo6vrAZMZRYQPwVZDttWS3IFf46CtBH6ngyk/pPKEjAhgobvt+aB5AbcM7E2d06sTq0ptXAb4oHvtFBc4wIJHVeNO6MepV5SaxpMb0vNqY/iPa4MTqOd8Uz2xiU5gBKjPAiLrMRd8Q/w9Ecd6P5VH56e/iL1EpoQMaEKXokRGJN8MaYH4JDsiecED6rFl6X1nPo8N/1xHhpTg/JDwgiOCsEYbuAVF84z777MZn5i1skPqBP3IBEjy1Ehpjxh0aH4xgXhKl97Y0orv5LgmBrUHFOXhxIeJSihDK5xXgREh+M3LJyqE+6l1fz23BVdl/Ij7iRs3G34CLiaEoDsBis8cHI5yiVWpWZybR6Ke4R273WkzegXmLJmLns5Tt8fhuAl04snOyjuE+untDT5Wo1rnFUjYMSyrLmsJpu3VkaCO67jfYkQMFL91tWM6I8GcTjXJPdkQ0AhMXn2iemPfQtn/MbJIB2IkVjaZjl4y9ReASSaCgMhN0MzoqbtJnrjmRzOnUl1eOfwdI7k/sT8TbNpNrMVESMq88CwOnz95xdsOPMt3Sd3pUVMGxont+HecY8SMbIGpSeUwRjvjX10IB4Ty+EVG4LX0GBVb+snPMEDUU25c9z9hI6viGu8P8Y7nhjxHoRPrs2D77Tg3vi61Im8m0aJ9/PMnMdp/kFrykTfgdvEcIz40hgTvTEmWhzDTTBS8LBh3jUlcP0lkAuTEt6jQsjthLj5Yxgl8Q68l2rNBlOh44eUe2s9IQN+xKPvJlz6bsap/3YcBu/Cfug+7IYJIDmK4+DjOA/8xQJGBh3FadABnIbtw3XMfrxeX4r3Xa/g4XUn/QeP5Pc/TpGbmgVZuX8PjOQ53AoYsWtQivCxt10TGBFTiTaTaK6BR0FcraMxNpBmn7dl5smPGbkqkje+6Mmw9YOJ3RfNyytexXdYELcn30XHRa8Ts+Ud5h1dxkenvib+wHu8uvJ1bo+qTMiEIPyTQgmMKcuTc59iyu5pfHX+W75N28J36duYd+xz3ljxP+6cXAcj0oeS74XjHRdG4/mPMuO3BJb+OZtVpz5i4eHpDF7Vm0dmPoL/lLIY/Vx5/p2X+ZHdzDnxAXWj63LHqKoM2jWYMQfGUjmqGs5RftjF+FI6ugLufSvw+sf9WHBmMbWm3YPvmCBqxtam56q+TDk8g0/OL+GjM1/w7i/zeGpOO6pE1cIp2ocSCaVxjvLBe3Qwzec/yfgd0Xx+Zgnf/LmaNSfWsunMVg5zjNi98XgkuWM/zR73BC/cY/1xTvDNn8lzraDEGozkf+H/R8CINHYNPoTr41rAiJEkYO4iEBEZ/ttgxGFqIN7xZRl7KJZNuZu5wG/8nLOf+MOxPD6nKY3H1GPp4Y84kLadpTs+5+OdC1n889fM3bOQVz/urTQlfrHl8Iwqi9vIEG6Pu5MuKzsz79cP+OSXRXxw5BOiN8fSclYLvIf74T49DGO8Fx2W9uLDk0t5cUpHxi8fqtrSirOfMvf4+/T8bjB+UbfhNrksRpJlZo+AM3HyLUpmGduymJoR3SpMXvwlkAtHjv7B+7MX0qlNO8r5BBPkWx57j8q43P40Pg1HUe7lpYT2WE9on22U7rkZl347cRx2AGPkYUoOP47bgON49PsF9/6/4DbgF1wG/kKpgcdwGXGS0OH7iXhpFoZHHW6r9ggbvl1P2umzkK1NNDab6OVt+66/CkVjIpoRIYuviaVTHpI4hJKPlSJ8dKWLDpN5mpG/aEkKACAaiFyJy5eRX2JVnvzsNdZl7eJA9lEOcYRNuVtZmfID8ZumUW9oA0avieQHNrGPI2zN2c2WjN1sStvB+oytTNo2lcaTG+I/yhe/gd5M3hzHwZy9bDyzjcVHfmDhzxtYnbaTdWnrif0xlpCo6gTGVKXVnDbMPDCNw+zjx/Pr2X5+LfvYxoacNcz+Yw515j1C+NgqtHtbwMhO3v/5Ux4e34B7R9Vm+u+z2MFuXpz/Ct6RQTgl+uI6tgy3Rd7Piszv2cwO2n7ckXvGPcjUbTPYzX42sIWv0r9mDT+wKuVb1qVuZuS34ymXWAXXKB/KxlWmybxWLMr9knVsZjt7WHd2A3tz93CMoxzhGMmHpuGZ7Ivduy44TvHHMSlImYiuFYTo8AJGjCRPZFDVX/ay7ojLBF/Ch97ampGCOhc9LV+m5ov/1VtRfSjRzBGf0eE4xPljxFs2ydMb5WkwcsmKqkkX/UO0NsSaW4dVQOYfTp21nk0jmhEBI54JFjCykc38nvsLP/6xgUFbB/PIjMdoMLYe8/fM5Bj7+YXj7M88wM5zeznJGb47u4kmU1pRLe4u7ki6izqTH2TKvkQ25H7NLjawNv1rNueuYXPut3z15wJGbRzMHdNqUiO5Np8fW8ZZLnDw7D6OZR9S9Xb9uY3s4SA/ZG2l/cLXqTjxflwnRVimGUudS5LZYL5FFpCYYKSgVmLeK5YSsPZfPX/ydzauXMXYgUN5vFErDLsADLvKGF5P4Hz3MCq2/5Cqvb8hvN86fAZtwWXYdhyH71Pgw63/7wi59P8d5wG/K4dWpyFn8R52gtvGbMe9xRiM0rV4qX0vThz+lez0DDWrJlsUJGKGsQUhedfyXJQoF0011w5GrgQ4Lvdc/EDcI++g5fzu/Jh2gFP8wZfHVzBi2Vheff9N2iS+yNAPRvFjmgz9e0hak8yb03vzakxnYj6KZePJLezLPcjolaOoGX87d4yJYO1vX3Lo9C5Gz4jiueFdaTnqNQYtjGXxsRUs/H0xD7zXjLIj7iB+UxyH+In3f5rPCwkv8kJiW/p/0puPDrzPGtbw+g//o8KAqnSc8jLb2MmHxxfx8Oim1BpRh8FrhrOPg8z4aTYR0eUoHeWN75hyvLDsdX5kD0tOLadZ/FMMWjaOvTm/sD/zZwZ/OpK2kzvw8ozOTN04nR/P7GVz+h6az3qSiNEVaPxuc2aemsc29jB1x7u8MrMLz09sT+8P3mRN+g/s4yijtkTjmRiM3TQ3Sk4MULZ9pwT/f6QZ0WAk/wvfFoy43Np703zzzTds3bqVX3/9ldRU2Wnq4jEoaQjObTwIib4N98llKDlF1um4uGtvUQQjUqbSsaHcG1uPuXs/4HDqfibMH0vVUdUJGVqWB0bUZt5PMzjCAQ5xgIRvE3gp8RXmb17ATxwmfkcytcfXofHbTRi6bgg72cza0ysYvagfb8zsxOszXmLauhh2Zq1nQ9ZqXvy4LfcNuZcl274kixx+zvmVRXuWMPjzMXR5txfvrJjOtgu7eG/fx9wb34Sgd+7Ebor4mlhA8PUAZLYajet1bYKRi23BPCvmEhAwIu4bMmHF4pORBefP8ufRQyz44AO6depBg3ta4m5/G04etfGs1o6AFiPw7/QOYQOXEzB6By7D/8B+aBp2Q1IpOTiVUoPTcB6SjuvgdNyG/YnTiAN49fwS17t74OH/EPNmL+KXY78oyaWm514VGFFWHaUdsYCRoYlDcMjXjARYZrAUMJPlaswylwcjYfjG3k/HL0dwkFMs37eS5sltlPnCd1S48lv4+o9V7E3fzTsbJ/NMzBM0Gv4Ij/StS/uRzzNy5kj2nNvP+vQN1E26j7tH38Z3x7/gl5R9zPhmLn3eG06XyW/SYuzzPDGxE20/60mFmFrUmVSPdVnfsiHre+omNaDM+Mr4D/Oh7JBgOs97hW8zv+GTCwtpEtWczpNeY3vuDpacXsVDI5tQZdRdNEhuyvbsnWzL3ULN8XcQOCKQB6Y9xnt/fsBe9vPWh/14JrETi3//gV2pvxH32WweH/88NQY8xN1DHqbZhHZMXPohP2Wc5PNTS3kiqiVvvd+HTWxh4e+f02xyS8qPjsBvUAAVR1aj93fD2MwBog++h19cWVwm++KREELp2GAcY2UBq8stfGZZ4Eqvg2HNrTUjhYIRV4OOHTsW85ZYcPHFJNOmTRtCQ0O5//776du3L6tWrVL+IqIl6Rc3AMdWpQmKrIjrxFBKTPK8ZjDyF7ONlX/J9dAK2GpGjEQvXCcEUXXkXUzcMIX9F/Yyev5oVY/8h4RRZ3Qd5h6Yzfbs7Qz6YiDlxkao+vvUO21Zen4F809/QqvkVrSd1pavUlawI2cH0YujeTruaZpFNqH+sIdoE92ayd9MZj97+GD/uzTp/zArDqxmT/bPRG6Zyv2JjfAfXo6gt8LpMO559qfsYe25HTSMfxbfxMqUmOyHMdFTARITjBRcN827pgSuqwQ0GBFAog5RU+RkkHPuFGSchbOnydh/hA9jp9Hk4ZaUcC6LUTICw782Rt2XCe46A/8BG/EYehifEb/iOfwUHsPOUHpYKm5DMnAYkYYx9iSlhm7H96kZOJR5mocfac9POw+RnmrBP1ejGbkEjOSCgJFSDRwpN+Y2ZHZK/pRaASRW02qvBxjxirqPtl8MYRfH+HT/Yu6IrINXTDheySHcOelutmT9yIncX/jq2Je8v382cw/P4J1tU5i3dQ7L9n3JzvO7lOai+6oe3DmyKjHLR7M7fRtbsnewiZ2sSVnP9N3z6bUkkrsmtKTs+Jo0nNVSmV6W/P415aPvwTEmEIcEF8KSA2kY9yhLTn/Bypyv6TanG92TX1Md8pLT31F7VGNCx1amalQNZu6azh620WPRK1QbVoV2815kGd+oeC3GPkGPef34NnU3stzdymM7mPfzEmb9uZB3Ts1n5uHPWP3LHo5zno0pG+n1dhfiv4hmH3uJ2xhLjbHV8RznhkuUCwHREXRZP4C17Cf64Az8YivgkhyEe1yIWgfln4ERX2Wi0V/4anC01Yx4Grz66qucOHGCs2fP5u+7JGYMa0pLS6O40Pnz5/nzzz85deoUL730Ev7+/tjb21O6dGnKly/PlClT+O233xDNiNG0FN6jylAy1g8j1qlYgBGX8YH5YGRP6l6GfzSaCqOq4T0sjHvG1GHWwdlszd3OW8v64pXoQ6kYF5rOeZJFKStYlrmKV6Z35o05vdjMj+zK2ceKX1fz8c8LeP/kh8w6Poe5Bz/g65PfcZBDrEn/itajH+ej7YvYyCFeWTWQ4LjqyKZ8QVHhtJrQgD0pG9hybgdPJHZQvigKiEzyVIDEBCN6cDC5KYEbJAGlaMjTjAgYydeQSH65cpVBbkYquWlpnD9zlp279jJ5+lyeebU7lR98FMM3GOeqD+Ba7wV8nhpGWOcZBLz+BYEDd+I19CSuIzIwxmRiRJ/FiPyFsP7bMar1wdGrDkP7TiDtgtLH5JtrxCRTEAkQKQyMlB9b+arASEHOqfre5TUjITiPrcYTi95kHXuZvv9TgifcjUt0BIFJETw0pT4HOK5+oR2/7WF7VH3CuAAAIABJREFU6i6lkdiUvpkNFzax9vxGNmVtYknKVzy36DVqxT7M0+89zxuf9ibqx0Sm7ZvFqgsb+P7Cbn7MOUnMxg+pGvkYjWa/yIacn/no6DrKRT5KydiyGBOd8J/iy6MJ9Vh8ZhErc5fTY85rvJH0GruydyFgpObYR3GZ4I/L2NJ0/uxF9rGVBcdn8WzMEySum8QmthG1aQKVulam12dD2MJRfiOTDWd/YnnK9yw8v5Qf2Mw3WRv5/o8drP99K58emsurU55l4sooDrKHYauHUH54OCUjDewTS+AXG0SXjW+xlp+IPjhLLbzmODEMh4QylIwLVst6/33NyFWAEWeDChUq0KxZM5o3b06jRo0UNWzYEGtq0KABRZ0aN25MixYtFMm5lLd27do4OztjGIYiFxcXQkJC6N+/P11HdL9EM6Jmk12jmeama0Zk5d48MJK0cQq70/Yy7OPRRIyuhsfwMGqNq8P0w7PZxHZ6Le9P6cQg7GO8aTrzBb44t45vs7fRY1Y/3po/kO3KcPMzm9K28UPmBtaxSfk+fZe6lm//WMvKs6uZ9PNU6sc34b09n7CJY7Rf1gff2JrYJ0fgP7kCdWOqszH7C7ZmbOC5d1/CLSoYY5IbhoCR5DwH4H/oN3O9zDK26Zhmmhs0OJrJ3lwJaDAikECDEeEX0jOUxSYzK11NxT15+ncycnNIzc4mNSeTPy+cYcOWdURFj6H5ky3wiiiLU8VqlKjyMM4PvYxv24n4dV1K0IDdeAw/RonIXzFGHab8uF8JaPsRhncT6jzQlnU/7CI9JSsfjEh5bMGIbEeTgQ0YyclVmhGnhk5UGFflhoORUiMq0+LT11mTs4epez6kXEJt3BIilDninriHWH92ByezzhE9L5k+kwfROaEH3d7tRY+ZvXlleldemfsaz83tyO3jHuKR6c8w/eRCBi0fw0MjHuPe/nV5+Z1eJKx8j/2Zv7IubTf1pjxH3WntWH52LwtObOfupPb4Rd2L41g//Eb502l+R1Znr2DBhY9pFvk4XZO7sSN7D1/+sZp7xtfHLrI0JaIdaTTjUValf8GujHWMmjGA739by2Z28vS8dtQcX4eXFr7BV5lr2ckBoj6PU74n3T56g1fe70L3eW/Qe0Yferzbgx6fvcYDI2sxakk/9rCF+C0TuGtcDbU/jEukOxFjy9PnuwFs4wDJP80hILIqpZLCsI8Pxy4uVK3T8M/AiJXtXkwItpoRZ4PAwECqV69OREQEFStWVCQAxZpEo1DUScor5ZdylilTRoEOLy8vBUI0IBEw4uTkROvWrenY/+VLwUiye5HXjIizbMnxflQYX0MB8m2ZexjyyWgqjKyO99BwVTffPSJgZCdvfjmY0gnh2EcF8/j0l1l8ZgsrU3by6rS+9Jjdhw38yPoLm4hdkkDXqW/QY3ovXp3Sja7TevD6pO5q5kz9KY2oMLwWU/bOZz1HeOmrgfhF1cKICcIxJphaoyqxOvUT1mX+wDPvvUjpCaEWfxE1xVc27bPa2K+IgRITjNzcMdPM7R9KoDDnUH1fbTVtrZUgN39dA7WeQXY2GVmZitIzMxQXoCKUnXWBb778hH69u1C2QkUc/SMwvCpT6o5mhDXvR9kOk6g0bD2Vo45QedRhKvRah/MDwzG8HuOV10Zx8shZzp3PIF0m1+S9pwAQa7oEjIjDa3YOQ+IHI2Ck0vjbcY0LVusCyNoAf6Fk8Ya3LCcu+5uoPU5ks7X4S++pDdlkh1gbcowJxXtULZ76oDcb0g/y4f7PKDeuMt4JoXgmlCNsfA3mHF7EYU4xb9endJj4Ks2inuSh0fV5KLI+TaY+zuPvNeOemPu5Lepenl/wBodI4fPt36v1OR4e0IgH+zWkbdQLbD65ki1pa2g643mqTWjIO7sXsomfid/3Jc2m9uSxca15bXpn1mWsZjubGLR+CLWGPkjv+WPYznEWHfmcupEP4RTjhX18aW6PqU6/z/tyIncff6Qf5UDKIT44upTbEuriPrY8NRPrMuv0PLaykYWHPuGZ5Gd4JLIBtQbfzX1D7ubJyIZ0mvscwSPLETisLF0/7cQPWcvUjIW3FvSm+rh6PDSxJS9Ne4Xlh5bwK7/w4d5PCRtbDdfYMmrxN+foUBxj/W18Rgr3EbH4i0h4C8naIhYHVs+8KareFjAS6X3JbBrRIixfvpxly5axcuVKRV9//TXWJL4W10LWceVcp3uzuWhAxEyjwYiYa+R9t23bxvApI3Fq7a58RtwmhWEku1Mi0VmRkeCB+GeImcGabDUhttf567nkreti+zV+rdfWPiMS12FSEMYED7XoWZ+9o9jAbt7dNFettVM97l5qjr+PxH1T2MEBhn0Ti29UVbxj7+DZeb1YdnY7K1L38lzim7SJ78DnpxYrE2X8l4m8EPMijw9vSf2+D9NsyGM8P7Yl7RKeJOJ/5ag0pAZzTy5hNT/RZcVIysfVxYgNVm243si6bEpbxw/Z62k2+Vl8R1fCITYUI8kfY6IFjKj1URL8+Tv8WuV1LeFNMPIPB0cz+s2VgAYd14vrBZiEk50BOefIOLmfPZu/Z1JiHM1btSGofFUMwxXDtzpOtbvj0TKJ215fQf0x26ny4mzsK7fHN/QBFny8kswsCxDJzIb0jByEaw3JXzQjuajl4AWMODdy5rYJVW8wGAnGb2wNOnw+gI05e5m0aRrlx5fFO8mX0kll8Iu5g6fndeKLC1+zhZ9YmrOad0/MZezOWMb/FM/08/OYlTmXdss7ED6uIg8mNWJD6kFOksn8nUuYuOEdkre8zZLfFvE721l2ai6ibbkz6TE6LOjJ4ox1bOBXlv+5jcUHVrL+9PccZDdfpC3kvqS6hA6pxvNz/sca9vHJrx/zQMx9an2PkgnuBE+oSOu3n2Jv2lblMLv2t0289H5vfOKqK61FaGxlWn38FF+zkr3s4sM/5hO/O4Go7ZFM2p/IB6em83H2+5R7uyaOw/2pNb4mcZvHspX1SiU+85flJO78iC8OLWN/+h7O8jtzds5R60DISrTSUbpEXU8wItN7BYy44SJgZFjerr2lLT4jKSkpqmHJYmBCej0Oza3r7dWc63ia63RvNo+MjMTR0RE7OzvCwsKIiopSM2ukXLJh5CVgJLF08QAjUaXV8u6Nlj/LGrarafMJB6bx0tLXqDHmHuL3T2Eze+m9aDRBMbVwG3sbbeZ05Vt2s5J9NIrvQP3EZmrq+jrW8SNbWXHmayZvnkryhgTm7pvO4l8+ZsFv83h40qPcMb42iYdm8T17eX5BLyJi76dEQiDucWE0jW5hMaWmraB29KP4jaqMc1QZpRExwcjNHavM3G5xCVwvEGKbjgAGuZeWeo7UC2eUFGX9g3PnzvHFki95rUs37ryrHi6+92D4PYJR7jnKNBpC/S7TqPBYNwyHEB5u0Iojx35VK8NnZ0lalim/yqlVsE6ev0i+z4gNGJFFva6kGbHWhohGRJPWlGhuqxWRa/mq9xxfkeYLOiqgkbg/kbDIADyS3XCZ6IdHfDhlxt9OvalNGLYzkgU5y/j0/Fd8xzY28hPL035g+qn5PL+kA94jPAgdFUjvJf9j5ek1bMzazeqz69mcvYXV55aTtG4kjyc8RPiYCMKSqxEUeydPfN6JBX8uYwc72c0W1pxbRtKOaBq+1xCvcWWwHxLMQ9PasIDVTDk9g9vj78Az2ROnZBdcxvpz2/iavLf/bTbmrmPm0fepPOo+nBMrYsT7K+dS96EB1J3ZjOijk1nOcjawhh1sYSMb+SJlOXG/vo1vTHmCp1YmbHQF7hl3Pwk7p7IyU2zzx/j89FpWZa5jyekv2cQmxm6NwmdCBWTXYFGBK8fbONvZNH9XM1I4GHnjjTcUABGgcKsdH3/8sQIhMmNItDJyCJgSMDJi6qhiB0bETGPEeVMizo/g+GpEbXmHb1K28BU/EHUomQdjGjB8QyRfnPyWbguGYQwIxRgWTOPZbZmf/iUxx9+l+sT6BCdVwndsKG1mPc3sgzPZzHpVzzdkr2MbO1iVvpYph2dRObKmWo+n14ahfMBy6s9+iqDYOyg50U8t6PdgXD0Wpy1l1vn3qRZ9L95jy6p6K07T4jNiiGbpb2pFJN61aDquNaypGbnVWvst/j62IOJ6XWvtxZ8paaSKViMbLqSmk5WRxrnTv5H252/s3ryZ9ybPpeNL/fAIfRDDpSpGQG2CqzeilFc4Tm6+vP32u6SclTkdeYdOONsy7fcSB1YxJ2VmKjONS2MXZYq4BIzIPhRWpHaNTbgIQDQQuVozjZgN/CZVIjSqCp2+7kKDmQ3wj/HCLdkZx4keuCb6ETrpNtyHBlFjyv08/N7jdPzidbotGchbS0by+pLBVJvwEOXj7qDUSHvcxzjz4OQHeXp2O3qtGEr/VaMY8NUAOsx5hgei7qRaTEUCogIoHReIY1wYIZNq8eS8tvRf3pcx3w/l9cWvcU/sXYTHVcQuyhdjgj8Vkmvz+OcvcM/sBoQmV8I13hm3SS44xwfiF12R5nNa8fqqntSd8hhl4qrjNK08xgQXtbpkiRGu+EZFUCmmBs2mN2fQt/3pv6If/VYN5fmFPagx6TGCJ1VRZim/CWUIG1eFutOa8NLiXgzbnMCgDTG8sKALj05sSq/Vb1F/RmNlnpGvTulYReX/V3+Ry4GRiyYaMdVYm2mUVqQgzYiTQc+ePXXtueW4gPvvv/+eM2fOXLLOiKw5MnTS8EvBSILbZTUjMhvJ1ixje30jzTQCQIx4H0rE+2DE+uI0Kpg6sU14bk4X2i3uypOftSdsUGXui2/AK5/0pn7yk/hEVcYzvhIV4u6h4SdteGxRa8LeqYqR6IIR7UzFhCo0frsR7VU7+R9dPuxCnxVDeGlRH+5OakpIdFXVDurMaUrTxe25/Z2H8IiPUFsc2Me6K7Nr01ktaPB/9q4DPqoq608IhPRCAgEC0ov0tlgRdK2rYkGKorAI2BVRV0VFikAIKSQhoFQpYu/6WZe1rGX9XMvnWta1LLZFgUWKdML/+/3PzJm8edMzE5JJ7vv9ztx3+3333XfPf845996Hz0Hf+49HWqHT6FrUg1zea8BIvfumzAPVUg9EC3z4KodqFG7DxFNm9tLYlNuAHDwIHNgF7P/VSQA2bdmKJ/5nA26cNg/HDzsfyamtkJHUDLlpzdDv6KPx73/+E5V79uDQ7t2yeocreHjt3b0HP2z6L5567iXMmDELF104Atdfcy0m3PJHOE50oHdpfyQvbOU+3Ir/umTXRO6cWMHzJWgzwnNNqsgNSFx7X2icm9mR4bmIEzOlI7Sw57+wnPktkVaWicSKVCQsTpcD5JJKcpBa1FKIE1nGAlIbkVykFrZBk7JWzrZUpMkptlkFjGuP5ML2YHzzBbnIXZCB7IXJyCxLRnpZKlLKmyGpogOSy7sha2E32ao6t6gLWhS1c56KW5rrtAMob4HEknZIKeogK3zYF0mlyWhaQbuBHMSX5CF93lHIntMG6fktkVDIXTpbyATrKEtH4+JkJBekIn1uGtLnZiB9TjZS5+UhpaAdEgs7IKmoPdIKWyKzqDkyipvL9u5ZC1shu6QVcopboXlhG/knmTm3vWwVn7qAR8O3hqOipWslQqb0vROQ+AMhngCESy6VaG/gPJuG9jyud1ieipQFzdBhhktNk+zA9ddPASVrDeXikmVKIaeV3SkGrLkLOss+I9yB1VHW1EkumxFl/rIsujxHQCi3OVcQwnsr2cGI2nyoG+6/d3t6AhESjyhILGqFdI6dOe2Rlt8aKQUtwTGUmd8WOXM6IWdOB2Tlt0LqglwkFuWhcUkrkajwDB7HfU3guDce8QuTxZg6e14ztJzdAq1mM28HsYtKKuiEhKK2QkkL2oEk5dAWaQn7KhnpBa2QPa8tMufnIaUwV753jjUPyUgEgMT+/NH0G8lIQ/ni68lz+gIR0QpTMEJAQvhAv1Pnsg84+BtwaCcO7N+OvZXOnSO5Uuf77/6DdSvX4vKLL0X/Lt3QOjsbN1xzNbb85z/APuY7KNvF79uxAxtefRW/P/0ctOvYHXFx8WjcqBH69emLibdNlE3PaKSpYMQJRKrACIGIghE3Iyvjqa8uSUkIYEQncE7EBCVijFme7TzfZlG2nMJr36SL6p24inQhx+JUOJZmOGlxljAA7upKgCKngy7hWTlpaFKRhCb3NUbCvY2RuDgRSYvSkbQoDwmLOqBxRTs0XtwWCRV5cnQ6j0xnu9QokSeSNlqUhyal7dC0NA+J5RloXJ4Kx6LmcJS3QuPiPCQW56JJcSYaLcyEg9uGy9bhmWhUmorE4mSh+IWpIEBxlHP1Srbkp5g5ubgF0kqcB94lLmqGhIpMJxBbnArapjQuyUWTopZIWJiFxguz4ChtBQefT85FOQJgJN2AEb9gpDxLGL8wf9dmZgo8ahWMlDZH/MLmMnYSinORUNLcRdxThEQVSi5SCpsjsyAbKUVZcJRnwVFByoBjcQoc9zV10uIkOTupcWkaEksyRPXCPVecUphcOMry4ChV4thsDsciVxkVKWi8MBtsA8cx26TfFiUiIhVRA+BqqmqiCT7sZRkwUk+YdEN5jGgBD3s5qk0hAFFVCsN4qq4Akkrn+TPWfqbkhCtyuBJn27ateG3DnzFj+l04/9zheOXFl4CDldj/2x7ZLn5xaTm6dOkGR+NkxDVJQXJyKnKaZWNgv/64bsa1aDSskahpnGDEKQmxS0UIRlTyEcxVaYi6bma/qIXTsn4xJQot4Shvjbiy1iIBaFTWEo1LSS2cR40LSHCdNFuRLis/uI+JMIAygpA8ASI8nrxJuRPMEEwQmCQsThUgkrAkUSQvqeXNkVLeSgz94pe0QuMlrRBf0RIEIwQ0iQQ1PCL9Xu4W2QpNSp2SDKo3RC9fngdHeVvnRLwwR1bYxJdlIL6oDZoUHoX44hw0WthM/qE6FlJikgMH/xEKGOFKjAyRSnBydjKwXDkZlqfD8gj3JhUtRZfOPuDEH1+WAjKEhOI8+SfadGEOmpZmWtQ0wSQjjPeUkvBfelDJiAEjiAYYUXBil4zYGWCkfo4VJTJ/KyihpITkBigLs5BSlIHEkjQ5kdhRkYbGpRkCIARsE3CX5SKuNBeOcoIMgugs59gtT3MCmEWt4FjUFo6KPDgW81ujKpebI2Y4gY3kIXAncMkVw1aqGSOxE7HmjbS/AuU3YMTKXcx9ne8BO4iIll/BiNVVw1Ou05XNXA8B+w8clhUyunT3kHPzeY9+426S32/8Dgf27pPwr778Gr2O7oW01Aw44hOFGjVqLJKRE449DlfdeeURBCM8xbNFFS0iGGkTAIyQgVLV45QK8OTfxNJcJC7ME8lFfHkrkZAklmXLIXKORXlwVLQSlU9iRTqaLHGqgFIXZSO1PBcJi3PlnJcqMNJKwAhBGA/yc9ybLYBEJCPFRzn/3S3i5Mx/gXlOKQVF4+VpIBhJKGyNhAVt0KSohROIlLSEo7SlU31DQFKWCeey0DR5BnmWiuYCghLKW8NJbRBf0UZAGSdu/muNK08RwENmklSYh+SSHCQtbIam7q3gQwEjnoDECkacTLKZSGNETXO366A8A0ZiFowIiBVAQskEQYiTREpRmi2StoSFGQJyRTWziNKPLCQW0wjWOb7jFrZF3MI8OAg6aBwrYCNDxntcGUG1ghFKIxWMELS4yCUFdEoSc+UPh9PmiXZPkYOSQGAi0jgDRjzYiPHU9R6IFvhwl+MCGgo8QnUD9ZOWcYDrel3Xhx98gksvm4DktGw0TclCQpNEpKWk4uyzzsINs64XNU3/xYORUpILbvteRVVSEl9qGq9/fvazOCw2I5SSkBlTSuIhtqWVvCsfy1NVjb1shhMwCLnUM5RskFTa0GhRKzRalOvS4WejSUWOUMKiFiKBSFjslI6oS4mEU7LiLCNuSQ5ITSpaSJlsszy363RWtl2eg1KRMv6rbO6ibMSXZgt44b9T+bda5gojI3DtM0HXKR1hfc7D76QNLimNiLXLstz7uTj7ghIO3/1il35Y09nvnXWrvYirvLJ0pM3PQUeCkT4OONLjcP31U3GIIroGYjYSss2IS03D96zvU9U06qpERF0d1273CG305ZQwVkkayaidbXbaCjkBfo4zjNI/AQpOwKD33KCM5BzzztN2KcV0lLdxSjVd8ZpOXaskw3lvLbd6+4tomZECjkD5DRhRbmHcmOgBN4jwczJu2PE1CEYISnb/th8HDhzGz5u24uRTzkTjphlo3+lop5TE4cAFw8/DLfk3Cxg5urhPQDAiahu3MaoasbomNN3UKQgYUbWNL5eqHzsD9WK2AjycjJzMXMGIX5dMnoDDRQpC1GW45F3kNEJU8NJkcTOQ7Nvb65Jl/kskxZdmeRB15p7kBCv6HFVMzPUM7ra1EADlBDoEI07D3yp1mGc/u8uxqWK8+88KYpwSJpbN/JLWgBE5cyckA9YYAiN+ma5+n9UCRQQVVSpVax3+wEJVuJGMxASDM42MnR4IG2wEAy3RBiPcr8RS5t49ldiyeQfumDYTbY/qjMHHnYwHHn4SZ//hXLEZmXvPHNxZcgdSzkqR7eBTaHS2OMMiGVEpiUtC4pZ0OP/hu//x6STn5VatplEG68+tCTCiIERdBSHqarhIQigNcUlSgoERBSVhgxGXPYxbGmMDI1bpkxM0+AZ9wcGI98m+7F9nuw0Ysc44NSEZUQNwtZVS18rAY/NepRyee35UgQ7PcPszarrquvbyouk3khHrV2Hu63wPxBoY+XXbbiyuWI6M9Obo1LkHHn3yBew9CHzxxZdYc/9q/PDd95hz7z1wDHag58J+EDDioaaJFIw41RqBAIiTSVYxXc9/955GmG4m7pKQ+JWIqPrGzeyrpCNVAMQlFWFZAkQaEBgRiUqOrIYSNc30HkZNE2xpbxiSkfoLRnyDDQUXoYADTVsdN5Tyq5vGgJE6z35NA609UFfAiEo/rG3Te6pm9Hr88afRqWM3tG51FJYuX4P9lRDi4hyeS1N58BBmVcyUs2l4am8al+RVcNmscymv3a0CFTbJiD+xbxBJSZUaogqM6L9+cV2SBF1hU10wEgy0qI7fLRlRCYnNtfdHpO2vAkYEQlTVePa7rhJSm4Qqt0pV5dknus+Fa6m0a5WRluMsn2lctjflWUgvyEWnu3vC0dcBR0YjTLnhZlnApWPIl6vjL9TvwVcZdSWMKhruNuu1Hbx907Nyqs881WX6PnT8qHukwIh+F9VlwDWdT9unbk3XF0n5BozUlS/StCOkHgh18g05nUWl4p7gwwjz1WgxPgTwj0++QP9+v0NycgauufoG/Lx5e4MHI/4mK2UiBowYMNKqsAvkoDwDRiLefl1BiLr+vr+6EG7AiC9uYsLqbA+EDDKC2YpofBjAwxdYsXfU3j2yVRq+2/gTxo+fhDZ57XHysNPw4w8/y0m+DV0y4m/SUzBil0wE80cqGXFLbFwGtPb6VKKh/8CrXCMZsY/96vqNZMS36sXftxJOuIIQdcPJe6TTEox0vGcgHB0daJqThAVzC3Do0H5w+4SDOAyeyG69HFaPuTc9cKR7oK6DEfbHpv9swY1TbkGL5q3Rs0dfvPaXv2Lnjj04yH1KGriaxt8E1xDACIGOc1t/o6axzhsGjBgwwnnBgBHrV2HuTQ+E0QOUlPAMERLvefGk3kXli9GyZWu0a9cBDz34mCzr5fLekMBIMTcR87RbcPqdS1+Dr56x2ZJ42YwEjvewF7HszaHhVaCh6jyQQGFqmGpP4+85qtL56gPvMHs52k5/rj19VX3V619/9fgKZ926z4v+U+UpyykFLdDhbjVgbXjbwYcCRpw713I1knP82t+b+tVWJFqulqtulWRMbYM8XU0XrfqDlaP1qRtq+zR9uG6w9gSLd0sifWwLkFbUDh1mD4CjgwMJ2YkomDMflZUH3ZIR3WhSp2gjGdGeMK7pAVsP0Cj16aeeFRDSvHkuZs+e4wYijDNgpArAKFOxu1WTozfwEMmCe2mzLln2BFe+QIA1zH99RxaM8J+gABIDRuSQvGAGrAaM8Jwqb6r6Xpzjt76BkcOHqaRxqmkMGLExHOM1PeCrBygdeeuv7+D4408EgcgVV1yFjf/+XjY802NtDBgJDkaqwIKCjWBuZGCkqj7PckINtwKdYPcsUyUjBoxUfUVGMuINMnwBD19h9Q2MtJ/VD472DjRp1hTz78mHghHuZW3ASNU3Y+5MD/jsAapmfvzxPxg1agwyMrIEkPy8abOobxSIiGTEZS9CuxH6fS7tbeBqmioQEAyEaLwniAgFEFTV4Zm3OuHB6rPGGzDi8/MJWTLiPDnZ+c7sTFj9vhh2JGFarrqhSh4iqTOcvNoudYO1j/GatjpuOG3zlTaYmsaAEd/fiAk1PRC0B7b/uhNbt27D1Kk3IzUlHf36DsDbb72LPbv3Yf/+gx4H/h4MGYz4nzCqwzCjmSfcCSxcm5FotrUulkWGynOB3Ia85ZlIXtAC7WZYbUauxyGK0RrIFapkRMGInNXiQ2Xhi/lFGmYf73Zm37SsuRwQqeGaPtJ6Q82v9amr7VBX26euhofqarn+3FDbqemCg5EBRjLSQL5785hR7AFKN3b/ttdtsEqj1fXrHxIjVhq08qC88CQjPZBWnBfwn0ttM1h/k5K/cANGqqQvZKIKRrj7pQASA0bClowYMFKl1rF/d3aQoSBEXXt8ML+9fLtfQUaobkhgpIMD8dlU08wFV086rUYg56NbVTXGgDWKzMwUFds9QCDyxht/RefOXdGkcVPk5xdg587fRCLCJ/MLRg5XqWloazKjYrZrB1YDRmobbNVk/QaM+P7ejWSkClyEytQ1nR0c2MGFghB17fHB/Pby7X5tR6huSGCkowONmjXG/LnzXGCEgKRSyIAR39+QCY1yDxAFR+OqrLQOWd8lUnJBqUV1L+Z9552/4ZjVKFKYAAAgAElEQVTBx4nB6uTJV2LXrt1SHFU0vAg0vCQjh4H9LjDCuAOHgLuWzEb8WQloX9AVKSWtAp6E6xbv+9v+vTrhYSz/tU9Ggf3Z7oPv7MuVq7a1V9uPQG6VdKEmwUKN9K31fbgNWJvBfS7IomZILmiNjnf1g6N3HBzpXNrbsNU0rRd0Q+qSDnCUNXOezFyW5jb8JaBz9115C897xkWZ7OMtVOYdKnOONJ39+/PVviog4m+jPt/hgYCDxjValItQSfP4c7m0t+3M/nB0dsDRrJEBI9VlTiZf5D1AMGIFErrBWaglq56d/7R4qX/v3r3i37NnD/btO+AuTvcGcQeEcENjVUo8aCty4QUXicHqmWf+AV9//a17vxGW64sOHQa4PyvpEPcocdmQ3L70HjjOj0fL0k5oWtoKjRYFoDI9tdPpNi5ticiphRxp7zS21DNqfLtVO5L6PnvFI35RFhIqmgk1WZQFJ2WgyaIMNC5P90OZ4N4bHlTmuy3eu68GSud5pol7nw+Ps3ei0ZcByuC+LfLcmcJEHYtagpSS3x7dbj8eju5JcKTFN2wwcmEmWhf0RHrF0XCUtEH8wlaIX9gccaXN4ShzunGluWhU1tpG/B4sm4eFAbDtgCMcvx0M1Bm/ZR8PPTspvpx/dPxRHuLLPanRojzYyZ7Gv99XPVbQ47k/C0FUSnFb5M3uC0d3BxyZDhTMy5c/c7S14w6s3HHE+jfTqGlCYFgmie8esIML+gkYCECU6CeYIPE+EGkeBR+7d+/Grl27PPJw/wIeUW4FOZRYRHIR0Ey/awaysrLFYHXDn18T1QzL9QVCNMwXGNl3GLht2VwBIy3KOskBao7FzaHk9c/JNslaV2tEdm9h5HYwYPFXgQoFF4FdJxjJFABCECJUkYbG5ak+yA5QbKDE0g4PsOIrPCiAsYETHxu8RdafvspvhiZlzmcUlY0LjCTnd0S32040YKT8LiSOSEfrgqO9wUhZNhxl2YgjlRKU5NpIgUpzZxpNG2XXDlTqDPhwH2fgMn63gBGrJKJKihHgD0+AP0P+wYwv8GENyxWJrxMYeQMR/olJK2qLNjP6OcFIhhOMiNG//IkzYCQSnmXy2nqA4IPAYfv27UKUWNBPsKBE8KCgRcGG+v25LI8X8/JiWSyX/p07d+LLL78E6yKwUVWKJKzGD1Ura1avE9VMXuu2WL5spaycof0ILwUe/lyeryDED+wwQDByx335cJyThDbFXcQy37EkA76o0eIMxFWku6nRonTUCJVnopGbPNUndnVLMH+Txc1AkpOIeRpxRYaQ33a769U2eNYfunpH8/txa6rvgpRLyQj7lqoGkYxUtEDCgqPQ7q7BcPRqAkd6XAOWjNyBxIsS0bqwg0tNk4O4sizEl6XBsSjFRWlwlGe4KAuOch/kAi4EL5SmRJPsKqIq5h66uuKI5Amw2sj5RycbjsXhEY8yiIR8zxVVKwczCtuhw10D4OjqgCPFgQX581EFRtSMtWrSNpKRqr4wd9XoAUov5syZI8R7OxGAvP/++0IEEz/99FNAevfdd3HyySfjxx9/lNYoCHnkkUewefNmvP322zj99NMFlKxevRorVqwSNQvtOggswr1eeeXP6NC+E+Li4jFv3nwBN1zCS9WNXv6AiBNM6Y6Ch7AfhwWMTF+Sj6ZnZKD7vN7ILGqFxLJsNyWXZsODSpoh2UKpxc0QOeUgtdhCRS2QKtQSqUWk1m7iap/QqRXSS1oLpRW3QlpJrpuc5Ws9dlfrVbeqfmtb/N9rPnVt5VufVe6j0YehlZFckoPk4pZILmqDpiVt0GQh1TRHocNdg+DoHd9gwQj/KNxZdgfSz09Gx3ldQClhQmFLpBQ2R0pRFpKKM5BYkoGk4iwkFWW7qDmSiki5nlTYCklCeUgqJLWNGiUXHQUrpRS3Q92jtqLyoNpDqCQPKS5KLslD8sJWNspF8sLQKKUkF+FTK7GFoz2czAP2OaSorUhFcud1QY/bBsl28HHJDhTmzxf7Ov5h46zJDdCsW58ZMKIcx7h+e0AlGAQWvLdelFrQQO/xxx8XacUnn3yCv/zlLwJOrrvuOrzzzju49tprwXsCiy1btuDDDz/EZ599BqYlnXnmmXj00UdBIEKw8eKLLwpgoYSEkpCNGzdixYoVGD16NJ5//nmMGTMG3333HSZNmoSnnnwGn332BT799HMBEAQOoVxMxzynnXoGmjZNwrhxf8TmzVtDyVqVhl0hFVL7uRcHsB/b9+7GrQvuQvJxmTh25hABJO0Lu4HUYYEndSroho7zu7qpU35X2KlzQTdYyR7v298dnfKt1AOd8nugw5weaH9Pd7SbdTTaz+4h1OGeXiB1nNvbixjOdEwvNLub5JcyZndDu9ld3NR2VmdYiXHt7+mKDnO6o+Pcnug0r5ebtC57+W1ndodv6op2rrqlrPwe6Dy/p4WORuf5FrL1mbX/wrln35KRdpjb2S+1m9sd7eawD/vgqLk9kFfYFe3n90L7Kf0QNyADjlQHrrrqKhkz9m+naiBxHPkhj0Sx4eE8QTBy65xb0OXCDuh7S290ntUHXYoGyjvrOr8bOi3o4qSCbuhUcLSLeqJTQU90mt/bTR3ze6Fjfh8nzeuHjkID0GFuf6F2c/qBdNTsPh6k4UzXcd4AIYa1ndUbbWb2Qt6MnuLynmEklqH5InW1fepqG6rn6nP3Q4e5fdFhbm8Zcxx3JI67tnO6V9HcrmgbAh01pyuUOI47zON76InOC3oJ8b4j5415R4PxTNv2ni5oM6urUNuZXeEk+3fbA21n9kC3O/rgpFuGoXFbB5omOVCSny9ghBaAzm+Bk3UVGTASG9/3EWklB4hOJHQVfFgnUYap+oThNCKdPXs2HnrwIXz88ccoLS3FRx99hCVLlmDmzJli85Gfny/gRMuh9IRqFvq3bduGoUOHCgjZsWOHlMd4ghxeVMlcccUVUtaMGTNw2223Ydq0aaioqJB6S0vLMfh3x2LSpCvc+4FYJRn2jqN9CCUoO3bswsSJk5GenolTTjkVX3zxpRis2tMH9LvBCI/F3o0D2IutO/6Luwtnw9EuDtmn5aLxKYlwnNZYKO7UxrBSo983Rtwp8W6KPzkeSnFD4+A40QHHsQ44BjvgGOCAo78Djr4OOPo44OgVJjEP8/ZzlTPQAYeVWLadmFbrY34twxrGe6tf06nb2wGHL7K3v4cDjkDEMlgP2/w7V7+wb2qKjnHVw37XftBntboax+flPd8V749ywJFE8XQjXH755QGHkUTWEzCicwP/eNw563Y075yG5oMy4fhdUzgGxyHuxMaIG+KAY6iFhjSCY0hjTzoxHo4T4pzvl++C/Ur6XRwcg1zjgO9Gxx7Hh68xRePJbg6n3QLvOcZ6utLquNSxyrLs30AkfmvbtA51rWMolHs+q4599sfxjeE4sYmThiTAMbQJHMMSqkWNhiYg7iSWFV813/AbYz9rX7Nu9oWOd2ub9ZnsLvu5nQNxaQ4kNfYBRuSPnAEjwSeHBpqCAEFBg78u0Pjvv/9eQAglG5MnTxaA8Morr+Cbb77BlClTsGzZMvmHNGvWLMydO1ekHCyTExXBy6effiqg46STTsJbb73lNlRl+UxDqQhVNs8++6wAjwceeABPP/00nnnmGbz22mvyj7OkpBTz5y/ATz9t8lhZ46/tDP912w7cfvsdyG7WHIMGDcYn//epCDi4p0hYlwWMHMRO7Mdv2L1vNx5++mEMG/l7JHVKhaOZA46sAJThgMNK6Q5ZDuoOy3QgLovr9BuJy3tapgelQHVmORDXzJMaZTtgJ6aRtlvr03LtYdZn4L0rHctolONAfHMH4um6qHELB6yUkBuHgNQiHvE5cdJGe9vFz2eKIsXnxKNx88ZompuAxJZNkZyX7EVJeclo0jYRTdsmIDkvAUltHYjr5ICjhesdpjVG09REkeTpCjC/46uegBH9E0FQ8uxjT+Py4Rejb7uecDSOhyPBAUdqHBxpljHP8Z7GMDsxrYtSnDYHtDsQYn7my6j6NvR98Z0p6Tfj/lakLtbnIj/fWjTHEdugJO3gt6H1huNmxiEui2U1Fmqck4BGOU3gyG4sy2YdWY3hyIyvHmXEw+GiuKzGIDVqluBB3LSMdbMNjsw4j/knju9BifOVlVIcaJrsQLPkBJQvKJaVh7I2UufOSqe6hiobIxnxOzs0zIhffvkFSj///DM2bdrkYePx7bffipRj7dq1YtdBNcytt96KNWvWiBSEth6UcFxyySV44YUXRLpCCQklGQQZlKSw/LPOOgsbNmwQwDF8+HABGKxr+fLleO6558T2hCtp1q1bJ/VQIsLy/vGPf4i0hFKYa665BuvWrce2/26X1S8CtEN4bavvXwsaq/bs2RsPPfiISERoJxL2pR8U9uMgfsN+7MHBwwexbcc2bN27FdPmTcfQU0/Byaec7qZTTjkdVXQqfj/s91506tDf44xTTseZvz8DfzjtLJx9+jk4/w8X4IJzLsTI80Zh1PmjMWbExQGI8aSRTrpoBMaOGonLxozBHy8di8kT/ohrJk/CdVddiRuuuRpTr7sWN0+5AX+aeqMH3XLjFAm/6frroXTzlOtAuumGa110NW664WpMvf5Kn3TPjLvgSXdjzswZmDdrJvJnzxaaf889KJg7BwvmzQ1Mc/OxwC8VYMFcKxViwdzqU+G8IpCK84uFSuYvhJ2KCopRUFiIwsIClCzIR1HhbMxdOA03Tr8St951M6674XpRTz788MMCtAOOr3oCRviNU0XDa/+2PTj07z0omVqIoQNPwxm/Px9nDD0TZww9HacPOxWnnnwqTh/Ge9KZHnTmKWfJ2D/3jLNx3h+G44JzPOnC4eeBdNF55wuNPP9CWGnUBSMw+sKLZPxfPHIULhtzCcZdPBbjL7kUl182DpPGT8DkP14udMWEiSBdefkkXDVpclTouiuvxg1XX4ubrp+CW6ZMxe033yJUMGceqkfzUTBnvhw2xwPnCu5ZIDR/zgKQCuYWomBucdi0YE4xSIVzSzyoZH4ZFhaUo6ywAuVFi1FRsgTlxYtQVlSO0gVlKC1c6KbyBQsFaBBsCBUWorywEKVF+ZgyZQJumjIRt025Fq+/usGppuFYr6zanIlAxICRgLNDw4wkEFi6dCmKi4tF5UIVi5VKSkowYcIEUNpBWw6qWag2oc0IQQYlFgw/++yzxeCUvUh7kZUrV7o7lHYjlIZQnUPAcdxxx0mdL730Ep566ikpy50YEDsT2p1MnTpV0hUVFYkNCQ1ZX3vtDdnC3Z/xqtUQlSqav/3tf9G7d18BIzNnzrZWE9a9qoL0ozqEfTiIfbKyRlRZlfux5+Be/LZnnxjFUupiJaqJCNqsREkQ+2PPb7uxd/eeKvptH/ZxP5S9B3Bw30Ec2n8IlQcOh05cbl3HiIcKWsnZj5ygApGHitmqbq6Vex0DIimspESRZnkHXOR7WbjbNkSl03YQ4i/c3+i0568Dfr5XuYjvuShtz2Ec3HMI+3YfxH6O5Z178duOnUK7tu8CacevOz3IGb5D0ux2fRP8Lqzfxr49e3FwzwEc2nvQTVo+6/BFe3btxd7f9glZvyn9rvht+SLG8/s7sHu/+xlYPsvzRazDWr6vMq1hWj7z+GqfNa313nMeACoPhEeHDwKREOt3Iwzu/kii8T+Pzji4H5WVO4BDO4ADeyVM9hjhvk0cI/Rw4naRkYz4+8gbcDhFrGSoevGeJJOuK5BqFIqeyUBpy0ED088//1xsOwhobrzxRsnDdNSZU7WiFwHMsGHDxHiV9iHnnXcePvjgA412/7PiPyyKfammoYHrm2++Cf7LvPCCC0VCQmNWSjne+us7kte6AZq7MNcNlwD/68uvMWzYKUhokoirrrxGVDv2dKH6lRGRecq/QdeJC9JXPMHXpe5yp7MV7I53/SuorDyIAwf3Yf+Bvdi3j5u5KTmXSbMfnXRQpEAEWbFM3MPFSpY5SeemeunqxF9lt+cCXwoi6gEYqQJczmcTxqMgk89pvdzP7Q1CCaAPHSAA3+9FDCcd3ndIiExQ763gxH5Ppm8FHvoNWcei9d7K7AkCWIe1TC3P7loBA++t5fi71zzW9mmYvzw6nqrrVo3D6gH9gPUeOojDlbuFcGi/gA/9zpnPgBHrh2DuPXqAjJQMT8WsHpEWD9MRJDAdAQklH6eccoroxi+77DIMGTJEJCSM27p1K0aMGCFLe7UIrpJhetqMUDJAKQrVPSxTdc5sh15cRUObk5dffllsR0444QQBKLQfufTScSgqLAloL8IJh3YiTJuWmoGTT/69GKwSKFT3soMMN7hw7dZavXI5MxP0VelR3eW6jIv5MXOy1I/aOnHG0r22X13tz/ruek3+yozVrS9gpHofgHcu+SS8gYpK1ZzbH3MLZBcJk7P4NVxdV/8qE+X445izflM6JiXOJTnge3MyUN1y2VWHvi8frruOA4eDSh+0fM1j9ROIaHi0Xa/x6OM5AqUJ2B5KPyv3OonAhH6rJEakowx3kpGMeA//BhtCxme96CfwsF8EIWo1zzQKTAg85s+fLzYlBBkEHTRypYErbU30ojTltNNOE0nKDz/8IMCES3pZFiUljOelddP+hJIV7lHCZcMEPCyXKo1b/3Q7HnvsCWHOWr7dpUpk7px8JCWliIrmzTdpLHvYYy8Re55gfmWamk796mp4cNf+9StX8p2T5Vsny1gCINa2Wp9BJn0/W+5rf9YX12ti19ctTNf279Qa53s4+F8SbM1bG/f+2qvh9jap5ERdxvNe02k+uhrGeAUZ6vJz0nhfrkf+qk0N7eNR/co8/b43a7us91q3C8RoOf5cd/nMpxfvQ8zvr9xg4e567dNQiP6A5QsY2Y/DlftdgMMCRgSIUFVrwIi+buNG2AMED5Ri0E5k+vTpskqGYevXr8fdd9+Nc845R8JV2kLQQUPUwYMHi8qFKh1KOmijwn1GXn/9ddlPhBupEdAQkIwfP14kITRwpTSE+4y89957kof7hLz4wsvO7T747XJSslz0c2M0Gqu2btVG7mnwynCeS1PbFwGYUjhtUeYcTp66lFbbr65O/uG6mj9W3LAnf2Vqsej6G3DWZ1Hw4c/VtP7KItNUIEJX0/tz7eUwnQIYCwPW8eTxvqxptXx7eerXeHUtZXuUaQ1nWvsVTn5rWSHeBwQTVimGn3u/zyL1U6KlNiHe0i1RcbtBSaVZTWN/98Yffg9QkkEVyldffSXGplwxQ8kJ9wi58847RQKi0hOmIyAhmHj11VcFfBCcEIjQJoQbnlH6QZcXVT2UilClQ5BDI1cuI2YdlKoQiFAFw0vHPScSXvwn/sYbf0W7dh1ku/dp0+6UlTeMq+6Orc6Sa//XPVnWflOq1QJtv7r67sJ1NX+suIEnbxdjtDISZUbG9Q002FdWMGLtO1/3vvqR6RhuSa/jyRpmTyNxvsrzFWYp26NMa7ivfBpmTRfF+5oFI+xT3yBEw1XdRteoaao1lZpM1h6g9OLXX38VIjDhP321+aBERO1ACFA0nGkINAgqeFGlQ7DBMMZpGP0sU8tgfm4Lz7RMR+alFycQSj14rgzvN/77e/To0QvJyam4fMIkbNnyX0lPIMKLYMVctdMDOtmrGy4I0fSaP1ZcL0akzIauLyZjjTf3vgFJoH6x92mgtNY4/Sw0jH69r0uu/fnqvN8TnBgwogPNuBH3gKpf1IaEdhwMI0BRmw/6GU9iPC+NU1cbQoBhLVPvNZ7ghGUwHQGMlOUyQtM0ZEy//LxFdlilncixxxwvG5tRLUNSRrb9150CWpjeXEe2B+zgQd9JuK69nLru9wIcdsZmZyb2eOMPDxRUtz/1c9D+tvs1vLZd+/PVeb8BIzqUjFvDPSDSChcQUUCiLoEF40nVubRslqNlKvOyAgqqbe68c7rssHp0955499333Kf72pfyRcq8qvMc1jzaH37dBmLYGel7iNX8Xv+2lZkok/Pnt4dreuMGBivab+oG6y/rx+rrPlj+mo7X54hZtwqcGDWNrwFmwqrdAwoY3GDBBkyU6VanAi3bHxghQ6Lk4/HHn0RubivkZLfAAw88KFUxnGoZOxixgplaYWgWA1btGw/XgBG39KpW3k8N978BI0dY/WFn2sHAQrCJKlj+mo63P0/M+Q0YCTbETHw1e8CDkereGBZAovHVKV7zWoGOnUH9/f0P0alTF2RkZMmyX9qQ8OJ277QlMWCkajmjve+M/8j3jcd34ItxKXPROPWrq+EN1fXoQB8ee79ov6lrj7f7XUVqch81eAbZ8xt/EEmVASOeA8j4otYDChjUtQIH3mt4dSrUvNYy7Qz0pCHDkJnZDCNHjhbwQWNVEkEIAQmJ97rnhZGMHHkGbH9nDdnv9R3YmZdyQQ1Xv7oa3lBdrw60Bdj7RftNXXu83e8qTpPbSvf22vMbvwEj3qPEhBypHlDQEMitbltYphWMsBxuA8/t3sePnyBA5LjjTgAlJAo+FICoW6fASA2rARoyo4+FZ/f6DuzMS7lgqK49f237g7U7WPvs+YOlt3eoPb29PH9+zWcvL5hf8xk3MAjR/rH0v7EZCTa4THzYPRAIhGhc2IW6MvgCIwQii8oXCxAZNGgwXn11g3t7eCsgMWDESEHqGkDx+g50klbXMll7rcTxFaf56orrq43WsGDttKblfbD09g61p7eX58+v+ezlBfNrPuMGf1fsI0v/GzASbHCZ+Ih6QMGH3Y2kUGtZlIq8/PKraNPmKDFYXbZ0hdsuhIxHbUTsbp1R0xjJSL02UA0Gfry+AzsTs0zW1onb7709f237g7U/WPvs+YOlt3eoPb29PH9+zWcvL5hf8x0pN1h7gsVH2s5olV8Js+lZsL408ZH1gBU4WO8jKdVazttvvYtevfogMTEZd9xxF3788T8iFSH44AoaOwhRvwEjRkoSDCgciXiP78AXY/DHLP2F+yqjNsP8tVPDg7VN06kbLL1Hh/qQpGg5wVytx15eML/mO1JusPYEi4+0ndEq34CRYD1p4utiD3DzNC7v/eabbzDkxKECREaPvlg2OlO1jB2MKPhQVw1X1T0SjMfUUf8AUNjfR7DJPxiTtMcHK88eHyy/xtvzNXS/vuiG3g/Ren4dZxbXqGl0kBk3pnqAu7BOmDABTZsmoW+f/vj883/KzqpWMKJSELoKQtRVEKKuAQr1DygciXca9kcTbDK3TM5+VTHWNMHKs8db8/LeX7w9vKH79UU39H6I1vPbx6GRjOgIM24s9QC3hM/Pz0dWVhaOOqq97LC6c+dvHpuaKRCxgw+734ARA0IiAS1hfzfBJnMfk3RAUBKsPHu8vXx/8fbwhu7XF93Q+yHc57ePtwB+IxnRQWbcmOgB2ovwVN+8vDx07twZ5WUV2Lx5qwARPoCCEHXt4MPuN2DEgJEGA0b8MQIrg9E01jBzXzU3mr7wlqYF6hMdTyG4BoxUDTNzV4d7gKf10k7kvffew6BBg5CZmYkpU6Z4rMQgsCDYsKplFGz4cyNhRCavATJBP5lAEzXjQpikA6apqfKDlWviw2PKDbW/whjfBowEnU1MgrrQA3v27MHWrVtx5plnIjExEaeeeiq+/vprA0bM0mCPMXCkAWLQbyMYEwpjsvYJSmqq/GDlmngDRkIZA2GMbwNGgs4mJkFd6IFff/0VkyZNQlJSEvr3748vvvhCdmK1Mh+Vfqgqhq6G+XOt+c29kXSEOwaCfhuhTNiB0gSbzAPltccFK8sab89r/AZ8VGcMWMdUkHsDRoLOJiZBbfYAjVVJy5cvF9UM1TOvvPIKdu7cCapurMxDAYcBIwZUWMdFTd4H/TaqM4Fb8wSZwL1Ww1jz+roPVp7G+8prwgwgCXcM6HgKwRUwomd9BP2wTIIG0QO6qZg+LMfHkbqsddNGhHVv2LBBDFYzMjKwePFi7Nu3z90cBSDVdWuSUZmy6z8ocg9EvQl3sg43vX1SDze/Pb29PLvfnt74DSAJZwzYx1MAv4ARTvpkAtG4FNgEc1mnlbiRVaikTMrKuKLRdlOGZw+wnyl9OFIX36cd+NBOpHv37mjRooWoaaiu4cWxwqu6IETzGcBQ/wFDTb5jGYTWn3Am6uqktU/m1SnDmsdent1vTWvuDRAJdwzYx1MAv0NBCDeR2rhxoxgF0jAwEHHnS9K3334reb777juQfvzxR/z888/YvHlzUPrll19gJeYLh6x5eR9KnSZN4PeifWp9DwQDO3bssE63NXpPAMQxSZdj6vzzzxc7kVGjRuH777/H9u3bpX7G06hVQUV13ZpkVKbs+g90vD6GcCdrrwJsAfby7JO5PT5Sf02XH2n7TP7YAkT28RTAL5IR/vt94oknMHz4cJx99tkh0VlnnQUrcZUD6fLLLw+JuHumlcaPH49Qady4cbj00ksxduxYXHLJJRgzZgzIrEaOHGkogj646KKLQBoxYoSb2KfTpk3Dtm3bZDWLXXJhmzqj4t29e7cA25tuugk5OTno2rUr3nrrLbEd4Vi1toEMv7pAhPkMYDB9EMkY8Brw4TJLrwJsAfby7JO5PT5Sf02XH2n7TP76DUYo8l6/fj1Gjx6NZ599NiR65pln4Is0/3PPPYdApOnU9VWWv7CnnnpKwNNjjz2GRx55BA89+JC0f926dTAUvA/Wrl2LNWvWYPXq1Vi5ciVWrFghBqJLly5FRUUFFi1a5CaCS+7rcc0114gkjBKJmrw4FglG2LYmTZqgdevWeOGFF0Qto1I8ddmOSBiJyWv6L9Ix4PUt2JmlMncNt/s13KsgV4DGaz67q/HRcu3lB/NHq15TTmyBjFDfV7DxY4l324w8/PDDIm3gRB8K+bMJ0bz+vi0N13Tq+isvWDiZo6Hw+0D7Vftf34vdff3119G3b18BBa+99prbVsOeLlp+vssXX3wRbdq0ke3ei4uL3aoZX3VEyjAkl2QAACAASURBVExMfgNIIhkDXmPSPknrZKvhdr+GexXkCtB4zWd3NT5arr38YP5o1WvKMWCE/0S5OuHRRx/FxIkT/X0SNR6uTDEUt8YbYypw9wDBCNUkaWlpePPNN2scjHzwwQfo0aMHsrOzce2114otEJfxEjxxbNivSBiJyWuASKRjwD4evZbaKjNXZmv3a7hXQa4Ajdd8dlfjo+Xayw/mj1a9phwDRnQfB9qMXHXVVf4+Ca9wf6DBK2GIAf7KCxau//CNWykMO5R+8MXU/b2ml156CV26dJHVLG+//XaNgxHaqyQnJ+Okk07Cl19+Kc3iChp9Lns7I2UmJr8BJJGMAft4NGDEx0nABmjUT6ARynsNBmYt8Q5KRWgU+PTTT8s/UZ30FQR4fWwmoEH1ACUjCkbeeOMND+PRaHfE9OnTZat37rD697//3aN4f+MxEkZi8hogEukY8AIfoUzQJk3DZc4N7d1bwIbP4wws8Q6qaUg0Fr3uuuvc/0D9Tf4eHMJ46n0P8IRcghGuaqHNSDhSlVA7hwartFnKyspCbm6uqAxD3d8kUmZi8htAEskYMGDESELMGAgwBixgIygYUeNPrmq5/vrr3caroTISk65+94AdjET7abn3yzvvvCM7rHJjs/nz58u+JlQfhnJFwkhMXgNEIh0DhhEFYEQNTQpgntdb4mXASChszKQJpQdqGoxwoz0uHW7atCkuu+wybNmyRfYTobROr0DSmEiZiclvAEkkY8CAEQNGzBgIMAbCASNqI8I9QaZMmaLzv3FND0gP1AQY4ZjjRfUMN1lLTEyUDfO4sZpK6jQN06nK0BcoiYSRmLwGiEQ6BgwjCsCIjKTAW1LQ0PrEgBHhdeYnCj1QE2CEgINAhHuIcAlvz549xWCVRxJYwYgCZboKSOyPFCkzMfkNIIlkDBgwYsCIGQMBxkA4YEQn+eeffx433nijfa43/gbeA9EGIzRM1X1t8vLyZHMzGq/qSbwGjBhwEAk4ONJ5DSMKwIgamhTAPK+3JMiAkQaOIKL4+JGAEV9qFUo5PvnkEzmJl3Yid999t7SWNiI8+M6AEQNGjjSgiKQ+A0YMGDFjIMAYCAeMqCjc2IxEkYPXo6IiASMcW5R4KCih/6effpKDGOPj4+WgQ57Ey3iCELo6HtVlmJXsXRsJIzF5DfCJdAwYRhSAERlJgbekoKH1SSRgxDrxh3JvZw7GX796IBIwYu2J7du3gzYhPIwxISEBAwcOxBdffOEBRHS8KRChq2HqWsvkfaTMxOQ3fRjJGDBgxIARMwYCjIHqgBHajHA1jf5DlYne9q9UGYLVtTMH469fPRANMEJQQRVMYWGh7CfSvXt3bNiwQaQmvsabASMGIEQCEI5kXsOIAjCihiYFMM/rLQkKF4yQISgYsYrVraDD3339Yr3maew9ECkYUcPUp556Cm3bthUwsnz5cvDwO+tYY706xgwYMWDkSAKKSOoyYMSAETMGAoyBcMEIjQdfeOEF2XSKSy7JDHgpU1Am4cu1My/jr189EA4Y0fFh7QGOp/fff19O/k1PT8e0adNESqIgxZqW91qGP9crfaVh3JEwU5M3svFjGFEARmQkBd6SgobWJ+GCES63fPHFFwWM7Nixw4ARO8drwP5IwcjPP/8sG5plZGTIBmf0c6t3SuNI9ssfCNFwr/QGjBi7mVocAwaMGDBixkCAMVAdMMKj4rkdtx7XzknfSEbsrK/h+cMBI9o7BA6UfHDlDO2QGjVqhFNOOQXfffedJKExKy+ms18KOvy5XulrkREZqUJkUoX60H+GEQVgRA1NCmCe11sSZMCInWUZf3V7oDpghBIPrpwpLy9Hx44dZU8RngrNcKoErefO2NvlD4RouFd6A0aMZKQWx4ABIwaMmDEQYAyEA0Y4yZM5vPzyyxg3bhz4r5VhvPwxADtDMP762wOvvfaa2Hs0b94cr7/+etAH5ZihVGT9+vXo0qULmK+0tFTACdUzKm2zFqTjrFpuLTKi+vDP3jxDZNIdw4gCMCIjKfCWFDS0PjFgxMrqzH0kPRAuGKH90T/+8Q85b4Z2ItOnT8cvv/wiZ9FQMqJgRN1qARDrknMDRoxkpBbHgAEjBoyYMRBgDBgwEgn7NXmtPRAuGPn2228xYsQIpKam4txzzxW7Edoh8bJKRgwYiewfuZFo1I3+M4woACNqaFIA87zekqCGAkb0X7WVeZr76PZAuGDktttuQ1JSEo477jh8/PHH7sb4AiIEJPoOq+3W4r9iAwjqBiCozfdgwIgBI2YMBBgDsQRGuDMnLzIrMiTarDCMS4x//PFHbNq0CZs3bxabAzIvpuNFkT/T16WLRpv17QoGRnS/EL4X2oYcddRRaNeuHWj4unXrVq/uCBt0GLBh1DB1eAwYRhSAERlJgbekoKH1SSyBEeVWZORkYBTtn3766fLPum/fvuIOGTIEt956K9566y2xPQi0GkPLO1IuAdIrr7yCK664Ah999NGRqvaI1RMMjLAhfB9PPPGEG4gQlGzbts1nGw0YMdKE2pRkRLtuA0YMGDFjIMAYiEUwQmnI7bffDofDgbS0NFmJQVF/7969kZ2dLdSrVy9wW3ECgLpysS2LFi3CsGHDGiwY+eCDDzBo0CAkJibi5ptvFukW3w+lW/bLgBEDRqINCGqzPMOIAjCihiYFMM/rLQmKJTCie0+QSY0cOVKASEVFBbhT55dffilqGi4pveqqq5CZmQlKSTZu3CgSEjujqy0/gRTVS9z6vCYvZeQ1WYe9bLtkhO/LevHZL7zgQnlvZ599Nr7//ntRs1nTWO/1GUJ267CIvjaZoKm7boA6A0YMGDFjIMAYiCUwQkZF6QKXhJ500kny75qH9tFPhsWLh6pR7E8gwuWiDz34kNiOEADwX/kPP/wg6ajqoX0J7RfINBnPsglquNyUjFLjJINLxcCyv/nmG9kfg8tQuSKEu4dS/aC2KQyjQSbjrSoIxjOM6dlmVSGx3s8//1xOp+WGX5988om0U20stH62h8/JvCzjs88+E5fhvLQP7Peav6Zdf2CEwIv9fe211yIrK0vUaR9++GHYgMwLlBjwYWxEYmgMGEYUgBEZSYG3pKCh9UmsgREyVAUjeXl5ePXVVwUYkKGrtIFMfv78+WjdujUKCgok/aOPPiqnwN59990oKirCxIkTxd6E4UzP7cdpa8LTYilV4W6gY8eOlUMB1diUaS6//HKcc845uOWWW0Qt1KFDB1E7rFu3TsDBihUrZDtz1n300UcjPz/fA3isWrVK0nPjOL2effZZ0OaF4ImrS8iwzzrrLDkdmYadVtBCAMK6qeqgASjVU3yWv//976LqIMPW9Fr+kXLtYIT18r0QIHKHVW713qNHD1Gf8R2GexkwUjf+4RtJS/XegwEjBoyYMRBgDMQyGGnatKnsBksJgu5PQdsDqmZOO+00sR1ZsmSJ8DweRZ+TkyOUnJwsYIMrOXTHT4KMFi1ayHbkan/Ck2MHDhwISit4ccUO41gv0xJwEEQQPBDEDBgwQIAM4/r16yd1ETCREfMiA77pppuQm5sLghYyV0pOyKAJgEaPHo2rr74axx9/PFg32/fYY4+JxIX5KdlhudyplECHdjHdu3cHn6dnz55Ys2aNpLWrR6TyI/BjByOU2FA1w1Oe2V4+o/Y3QUq4lwEj1WOCBjzUjX4zjCgAI2poUgDzvN6SoFgCI2RGvMjkqKbhZlncq+Lee+/FI488AkodKDU488wzBQj0798fX331lUhOCEpo8BofH49LL71UVnS88cYbojYhEyVoOOOMM2Qb8y+++ELULAQOLVu2xKmnnoqvv/5a1DPHHnusSC9ohPrcc8+JRGLevHnSFko1CCTYDgKHZcuWoU2bNhg1apTUQ4nFjTfeKEyZW6ATRNHGhW064YQTpA4yby5RXrhwoQCc2bNniwqJaiRKZAiEzjvvPFmVQ3US1UEzZ84UQESG/9577wnoCZfRRyM9Vzh17dpVwBafi89Lic3QoUOlfwm0qF7iVR3pjQEjdYOpGnBTvfdgwIgBI2YMBBgDsQRG9N801SZk+qrS4MoMSiP4z5tSCqovCFa4fJZMnOCF0gkycjJ0qlsIBMgQSVTHUBJBY1iqFHiR8THf+eefLxIWSigIEggaqMIhkNH2UHVCCQWlJAQ/BBRsI+8HDx4MgiJKVRhOuwmCKEoxWNebb74pdRO0EFRxSTJtTmhbQuZOl+3gs1CyQ2ZPmxWqbyhV4fMxDY12+QxTp06tNTBCUNepUyeRGPG5aJ9DdRMlOdxp1Q4mpKPD+LHnN0yxekzR9Fvt9JthRAEYkZEUeEsKGlqfxBIYITPiRSZO6QfBCFfVkMFTzcIj6AkoaBxJRq02JFSPEIxQMkIbElVj0KV6h1IOqmMoVbBeBA933nmnMNPi4uKgYIRGswQGehE0BAIjCiS4xJUSGD4PgQ7VNuPHjxf1EJ+VxHYkJCQI6KI6iGCMwIig65hjjhH7FYIcSm5q63r77bcFCPJZuKx62rRpokKifcv7779vwEgMGVsawBJ9wGLAiAEjZgwEGAOxBEaUyRIkUJrBPUWonqGUg2EEHZQi2FUAjKOahgaUVKlwFQ2vYGCEYIEMlTYe3B8kmGTk5JNP9lg9QwlHIDDCdlOCQlUL1TZUOXHpa+fOnYWJU+JDA1te3FeFfko/aJ/CNtGlpITMn/YllEpQBUXwosBNMh+hn3feeQc06OXeL5MnTxZJDiVWNNDVNlmlG+E2y5pX7g1zN6tpYmgMGEYUgBE1NCmAeV5vSVAsghFKPKiWaNKkCbiKhaCCpAyYLoEJXYITMnwajFJyQMmIpiNoISDwp6Yh+KCagYaqXLVDewermkZBj6ppGMc9T/SiOkjBCPOyLVY1DdvB1T1U71AqQ9ULgRJBDFf8sL3cYZZ5qdYhmKJEiPWxHi4/JlEKxDSkLVu2iPqIz3WkL6qVqK6iBIpAkYa1lCjxfbE9fF4rhds+a165jyFGZCQN0Zc0xFqfGjBiwIgZAwHGQLTAiNpPhMtgwk1PJkRwQWNIMmeCEQUevsoiSGE8mTsNRQsLC922HgQTpIcffliW1VLF8fjjjwuD514f3LadEgfajRBYqGSE//43bNggefncTKuqE6bhxXbSZoL2ImTQBAqU0FCdRNuPpUuXSv7p06eLrQtBElVGZNosg/FMN3z4cJEqMI7qG0oaKKWhCogrhxSIUEVCI1sCHl61AUa41T2NaKluonSES6X1zBl1pXHV/Ik15mPaawCIdQxUc9hXZTP/pr3/TZs+qT99EmtghOCBAIOSEYIRqjEITnxdDCdYIKkBK1eekIkzjCCFRNAwZswY+TdPI1hKKigNoVqES2ZZB4EEGSptNGhsSimAXrRRIeCgFISSCpbNdhKAcCUJw3nP9lxyySViZEsARNUFjT5ZF0HPddddJ0t/eeYO9xyhMS5X5rA8gguqmtg+GoTSPoVSFq744ZJgAhfaz/B5eKmrbTwSLqVHVDFRosN++te//iXvinXznUV6WSd2c28YfayNgUjHv/lXHeBftQElsQ9KYg2MUOLAi5ID/vsmAwx2UU3AnVjJ3CkhIVDgRWkDGT3jKVWg0ShBAKUPXHlDhsrlu0zPNLQhueiii8RIlABE20JQQXWK2owwnMTyqeahgSzvKbXgUl21oyDAoVqFkg4uLaY9CFUbBBzMQyNQ5tH2UgrC1Tash2UwLQEZgQhXEHE5MK/akIqwXu6GSxsWGuFybxYCELY9GkCE5cca8zHtNe/MOgbk44zkxzDc2Ge45h36f4exBkb0W6baxLqLqT+GR7BBolSDe1/QJsMXs6YkgWDj3XfflU26aIxJCQoBA4EFy2ca7kGiq25UYsE0NEKlusZ6Mc+nn34qK0lUUsHVNn/7299EvaL52R7uS8LNwaj+IeBgmapy0TJZBtMyjtvHUy1CNdVLL70kdiQMZ5kKkjTfkXLZvzSiJRhhP+ozs362K9LLOrGbe8PoY20MRDr+jWTESEbq9RiIVTBi/7D9MWAFKdZ4DbOXEa7fWmZ187ItSipFYLlWCrVs5lGmr26oeaORjnuLUE1DqQ0lVgQj+kzRKD/WmI9prwFM1jEQ8Tdg/lX7/1dt+ib2+yaWwIgy6HA+as1Dt65fCiasbQ6n3dXNF61+of0LbWd0aa/az7D8cJ7DX3usE7u5N4w+1saAv3EdcrhhuLHPcM079P8ODRgJeSqo8YR2MKH+UCvW9OqGmi9a6SgZoZqG9jY0yuUhgbq6KBqSmlhjPqa9BjBZx0DE35lhZP4Zmemb2O8bA0YiniKiVoCCCLsbagXVzRdq+cHScZdVGtLSsJbLqLnXyMqVK8XOxWo/Eqwcf/HWid3cG0Yfa2PA37gOOdww3NhnuOYd+n+HsQRGQv5oYzghAUWsXjS85RJlrkjioYPcGZYrfbhLrnX5NaUkduAUynPHGvMx7TWAyToGIv6uDSPzz8hM38R+3xgwEvEUEdUCQmHKUa0wioVxJRDBCAEIl/nyzB0CE6puuEzZuoqJRrt2UBKsKdaJ3dwbRh9rYyDY+A4abxhu7DNc8w79v0MDRoJOASZBiD3AM2i4moYA5MUXX5S9Vbg5HdU2NGzlsmi9uGzZLh3ROH9urDEf014DmKxjwN+4DjncMDL/jMz0Tez3jQEjIU8FJmGQHqABK21GeIgf77lPC/eD4Zb23JWVp/dSlcMN5HgpGKGEJBQDV+vEbu4No4+1MRDk8wkebRhu7DNc8w79v0MDRoLPASZFaD3ALfIJRqzb5XOfkY0bN2LEiBECSE477TQ5V0fBB3evVXVNaLUYJhxrTNi01zlmQx3fftMZRuafkZm+if2+MWDE76dvIsLsAYIRHiKoYISSEV4EG9x1duDAgYiLixPjVu5BwhU2CkrCqcowNwPIYnEMhDPGfaY1DDf2Ga55h/7foQEjPj97E1iNHrCDEW5Pz0tX0nz00UfuQwgvu+wyfPXVV7I9f7hVxSIjMm02ACrcce6V3jAy/4zM9E3s940BI16fvAmoZg/YwYgWo1vC033jjTfkwELu0sqDCfUEZU0bimsYu2HssTgGQhnbAdMYhhv7DNe8Q//vMFpgRI0RA35MJrJe94AdjKgKhi6JYITX008/Laoc7tJ62223SRyNWhlfk0ubY5GBmTbXH+AV8cdvGJl/Rmb6Jvb7xoCRiKcIU4CrB3yBEQUidLmcly6lIQ888AC6dOkiBq/33nuvnJgcrQMM/b0Qw9jrD2OPxXfpb1yGHG4YbuwzXPMO/b9DA0ZCngpMwiA9QDDSsWNH5OXlgYfmEXgQYFDiQWNVEjc+o/SDYcuXL5ct47lT6+rVq2VfEq2iJiQkscjATJvrD4DSsV1t1zAy/4zM9E3s940BI9WeGkxGWw9wB1butkr1i4IRq2TEugMrwcjWrVtx++23yyZpXIHzxBNPCCBRAGMrPmKvYez1h7HH4ruMfABzcx5Dpg/q6RgwYCTiKcIU4OoBghGqXijpIBghqLASAYjVz2zbt2/H1KlTkZmZKVvJv/zyyyJBYToCmWhescjATJvrD4AKOpYN0DBgqyGPAQNGgk4RJkGIPfDqq6+ia9eusgOrLzBiBSK8pw0JpSUEJBMnTkTTpk0FzLz33nsSxzTRVNcYxl5/GHssvsugn1FDZkTm2Q0QM2Ak6BRhEoTYA6+88oqACW4H//rrr4tkw6qmsd8TbBCMcBfWr7/+GsOGDRMJydChQ/HJJ5+IXUk0pSOxyMBMm+sPgAr6GRmGbBhyQx4DBowEnSJMghB74KWXXhKbkVDBiEo9FJD8/PPPIBDhlvKDBw92249ouhCb4TeZYez1h7HH4rv0OzA1oiEzIvPsBogZMKIzgXEj7QGe1NuuXTuxGaFkhCDCSnbJiC8/JSLcNp42JGeeeSa2bdsWNduRWGRgps31B0B5fV/BGLB9cg6W3sQbhh7LY8A+3gP4HWQsNEKkkeG4ceNE16//WpXpeH1wJqDB9MDzzz+Ptm3bymqa6oARdhQByvvvvy/qnvj4eIwaNQq//PJLVPrQMPb6w9hj8V16DeJgjMM+GQdLb+INGInlMWAf7wH8Box4zSYmwNoDzz33nOwxwn1GCEbslwJWde2SEZ5lQ7BLw1buWcJVOU2aNME111wjdiX28sL1xyIDM22uPwDKa7wGYxz2yThYehNvwEgsjwH7eA/gd5B50OjQSEa8phUTAMAORhR0+HPtYISdyPHFiytsuO8I9yxJSkqS/UgOHeSXVv3LMPb6w9hj8V16jdxgjMM+GQdLb+INGInlMWAf7wH8Dt3O+6mnnsLIkSNlBQSNDjdv3uxBW7ZsgZW4uZWdmGfTpk348ccffdIPP/wAHjP/3XffYePGjT6JcYFI89nTsNxoEtvK5/jpp5/kmfhcvGcY4+z1q59t0LzWfmBeLYv9SzUF+4t9qv1IW4rqEsuw9j/bQLL2CdvI/vv222/dpP3pz+W27tnZ2UhNTQWX59rBRjC/ghZO2rzntX79eikvJycHq1atxvZfd+LAAa7CcZ5z4zXBBwiIRQZm2lx/AJTX0LQzjgCTL3zF2fMbvwEjsTwGfI1xP2EOLsGkGJ2Gir169cKFF1woyzG5AoJ08sknexGXa5IYf9JJJ2HIkCFCxx9/PI455hhZNcGVE4MGDRLDxQEDBoDUv39/oX79+sEfaRrNY3UZ17dvX/Tu3duLGF7TpPWyn3r27OlBPXr0QPfu3WVPDm4S5o+0P619qP3Ivqwu8R2ccMIJ4Ds47rjj5D2w/619pu1mW5Xsz2H3cxUN9wohcHjzzTc9NjijxCMYGGG8FZBw8qaEZMWKFbJ3SU52C9x771Ls338QlYecTMprgg8QYBh7/WHssfguvYamnXH4mXh9AhGmtec3ftMnsTwGwhj/Dp6sSqby2Wef4aabbhKQQSNDh8Phl+Li4kBq1KgRmJY2AKSEhAT3vTWM4WRoVkpMTIQvovheiemtZbIuktarfmsbtN5IXW0z28j2UDIQiJKTk+V5tM3Mbydrm7R8ls28LDstLS1i0jbay0pPT5eyGc/6lDS9P5dtZh/QZoS7sXKsWEnBiAKOYK5O3lz6m5+fj6SkFLRu1QaPPPwYdv+2F+GqbWKRgZk21x8ApePZ7doZRxiTsQAUe37jN2AklsdAGOPfQcbCi+oaXjwKnuqa4cOH49xzz8V5553nkxgfiEaMGCHljBkzBmPHjsX48eMxYcIE2ZVz0qRJmDx5sk+64oorYCWec0K64447MH36dMyYMQOzZs3C3LlzPWjevHmoCVq6dClIy5Ytk0Pg+I9+5cqVfmnVqlVyQNyaNWtgpbVr18JK69atQzSJJ+baieWzTraDh9axbWw7n0Ep0LMwrri4GDNnzpS+pSqHUjSSApLqgBECEZZBd8oNU5Gaki6A5P3//UAkJGTWoV6Gsdcfxh6L79JrnNoZRxiTsQEjRjJU7yRjYYx/WU3DD4rMgYBk165dchw8RelW4hHx0SRr2bz/9ddfPYhhrI9qJLaJEhwrcZWGldj2aBIZJU+ktTJe3usptcHqsudXph0rroIF9jH7n8R77ZNgEhBf8V4TN4CdO3/DpZeOQ5PGTdGpUxd89NH/YcuW/4rKhuntDMpXGZGE2cs3fu8+N33iv0/qHfOwgynjN5KZSMZAOGDEH3O0M5NIJnxfee3l+2qHlfmTuVuJTNFKTBtN0n/+6rJ9eh9KPZpWXV/PV5fD7O+H71DD2G69D9X1NQakzErgp5824fzzL0RycipOOGEIPv74E+zYsUuy2Bmhv3KqG24v3/j9M17TN959Y8CIkWaYMRBgDIQDRuzMpLqTek3lY/t8Me0j0W6twxfzDeV5rfl9PUNdDmPb/V36XFbXX9pg4TRa5Sqaf335Nbp27Y74+AScNGQYvvrXN15SETLDaF+GwXozWNMnofeJYUQBGFEk/6hN3vohkYkEjCiDtDKacBmTPa8vv70e9VtdzRdtBlQb5emzxJpr7yt7++3x1fVTXfPDDz/hmMHHiQ3JeeddIOoaO2Osbvn+8tnLN37/jJjGxSR7H7FvfYVpnxNwKtnTabi69vi67jdgpA6BkUrg8ME61B79AAK5CrqUaau/vrj6XCG4Dns/2ZlNML89f6h+LVfBh6ozrC7jNJ0/N9T6TLrY6IFP/u9T9OjRCy1btsaEP07Ent37pOHqRvsp6jqzq0vt414wugSb4IFto58u94rhRT/T6cU4pmWYhjOM19at29wgRcGI3WXaukwGjNQh5s+xduAwDuw94JQq6CC0u4fhTOMKl/R8DAIZHl/hKoPuof2HsPe3feJKZKggwVmU/18tJxiT1nSx6gZ7Pku8Fxjx33vRjbGDCwUlobr2/NFtnSmttnqAtiLvvfc+OrTvJCqba665Toxca6o9dZnR1cW2ESzs3bNfJCRUrxFgUFrCZdm81M90KklRgEG/XsxrDben1bi62AfWNhkwUkfAiA6sQO5hJ9AQ0FEJHNx3UMiahQDE76WMMxRg4K8Q5tVyXJIctkfJGlcvVldZntXr2WxxdQaM2MFFqH5/79yEx2YPkAnxWrvmAVnum5vbCiUlpdi8easwwWg/lZWxmPvgUgi+HwUV33zzb2z773b3K9n0n19EkqXx7E+ViDBM3y3TqYGyghB1FYSoW9ffiQEjdQSMKEAAsOPXndi13WkAT3BhJR2s32/8wZ2G0g+SAJHDwL49+7F7525xKRX5bcdvIh0JGxy4mK0CDZbPegiCrHUyXNN4MWx9rlh1bYDD6/ks8QaM6Og0bp3pATIi/vsuLS0HwUhaagZWrrxfxPXWRpJRRXrVdWZX19rH/qZUg0Dk2muvB4EFL9r70P+XDa9j47+/dwMPggwCElXfUN1Gadfq+9e6gYsCEboKQtSta89vb48BI3UPjLzy4iu4f8X9ePO1N/HGGEmdawAAIABJREFUX97woHfeehd/ff2v+ONlf8SKZSuxbcs2/Lp1OxYvWoJvv/oW//zsn3jogYdQUbYYjz78GB5c9yBKi0ux9v51+MfHnwY2KuWHoKDBJfWwAhCCHIIbEu+pHlJgooDEi1lreS6XoMVdhzXOWrc1vLbvLWDD69lscbUGRmQGs/yEKgmxp7MUYW7rWQ9w4q9YtASJickCSh577Ak3syJzI/PyYg5h9oE9v/EHlo4QJLCP/vHJZxg/fgJ+3rRZ3gn955w9HH/72//i6quuxTvv/M0tyfr224147bU38O677+Hhhx7F0d17YsmS+yTNW399R8K54R2vWOt/n4yhthlAA66fzJpgZEH+ApFoEGxs/WUrNv+8RVxKOei/fPxEPPnYk9j+3x2S7pLRYzFj+kw88egTGNhvIK67+jqcdMJQnHHamfjTTX/C4IGDBZDo9ELwQCBB1+dlDa4E1qxai2X3Lsd/N/8XN1x7gwAKDWN+AhSWx/HEMtWOhQycUhpKUnhZ62M4L3EPA3dNuwt/e/tvUgbBDiVEtT4+bYAjECAxYERep/mpqz1Acf6tf7odPMOmS5dueOWVP4vhI8GIMkYrAwv3Oax5zX1wMPDjj/8RtdnTTz2Li0aMcqtbuDR71Kgx4n/qyWewbOkKkZawTwsXFOPsP5wr6Y8//kRkZjZD3z795X0SwDBu7CWX4Zeftxgw0oCBRDQYJ5m1FYw89fjT+Pwfn+OH734Uycbbb74jgGDCuAlgnEopKEFZumSpSENGjhglZUy+fDLGXzoezz/zPK656lqsXrla1CkECsxHYLNnl9NWSoEE5x8CB4IOpiM4ov+2W24XEELpS5+efSTsztvvFFBE4KBqJeZR4MGyWA5BhUhEdLWQC4Bs+nGTSHaYjmUcd8zxTjBSCZH2SNtqezzFIhgJl4mY9A2nB37dtgOXT5iEpk2T0L//QPz9/Q/dJ/zaAUS4vWLPb/yBAQlVNFSZXXbZeFxy8aUgKHnuuf+Rww6PO+4E8a9ZvQ5XXXmNnMjM9N9/96MAyC+++FIACXfcpZSkX98Bsp8MpStqexJr/R8NBmrK8KN6qAYjJdP+88t/RsG8AgEL55x1Lh5/5HH834f/JyqXsWMuxc8//YIrJl4h6himV1XOp598JgCFYIRSi3P/MBxDTxyGkqKFuOiCkVi/dr2AAkpTCFwYP3HCJHz0948EeBAQUAJz3+L7cPrvz8AFwy8QVREB0pTrpoDg5qsvv0bfXn2lDZTEHDv4OCnn7DPPxksvvCzTF4EN2/XxBx/j4lEXS1nT75guZTOcIIiqI9Zx4XkXSh0Mo59l8PnWrXlA0tT62DJgJFyWZNLX1R6g7QiJm6CdddbZsksrXaoFrIyL7ac/3MtahrkPDES0fwkqVq1ajREXjsSX//xKVtJQ3dK7d18BGQQflHLocl/aiTBs2rQ70b1bD1my/frrb4rEi/vK8J6AhFIwX9Kuuvxean2yrwbDrs9tJrPe8MoGzJuTL9IGMmiCBV5UYVD9QtXNpZdcJsDjPz/8R9Qzp51yujBvApfzzz0fy+9bAQIZAhOCEEpICFAoqWDcsJNORllJGWbdPUvsT375z2ZR+RAEUbVDmxWCDYKYn77/SaQiV066UuxSOnXoLGF33zlDgMm9FfdK3ccMOhb/++7/irrmu2+/R7/e/SXf0088gxOOPUEAECUyrJftpc3L1Ck3gQCL7Tpl6Cl47unnQOBy6smnCkjxqxY5UuPGgJFwWZJJX1d7gMaP/HfNpaM8s2bIiUPlpF+K9nmODZlXNK66zPDqUtuoHqOkasOfX8OYMWPdy64pIZk8+Uq8+uoGeR0EIHxvVOtQUsI9Y6iSefTRx0VqQskJjWBpd0LVzaRJV4jEy5cdUF16fntb6jNjj8lnqwRe2/A65syaI+oNgoZPPvpEGPyLz7+Eq6+4RiQMtBGhmkZVKvQXF5aISoZggvYXV02+StLPnztfGD6lDbTPYDwlEzR8pSSEIIcggZIVSj0IXijdoLEs62eeG6+f6paMdDiqA7iah3UQFFHSQvUMpTUELFTL0ICW9fzri6+kLIIaggxKQAg6WD+BBtVPrJ92MLRxYVzHdp2kDXw2gjNSrYESA0aiwZ5MGbXdAwQaZE66PJTMjefWDBz4O9mllXYGPNeGjI9ERlHdy85kjN+3lISrZ2bMmIWJEyeDu+TSv2vXbrELofpmzj3zBKyo2uW7jT8ICOHpzEzLnXZp3Lr0vuUiDSHAXL5spYASXXETS30fkwz7SP0rro16Kp1ql9kzZguTp5SDYIJ2H4XzC0XSQMnI6ItGgxIHqlZoW0EbEkoaXnjuBQEBVM1Q4jBu7DgJJ1B45MFH8cWnXwjT//LzL0UaQRDB8sjsuQqH6pav//WNlMs0VMMQtFBNwzIYR7BAEEFwwVU9LIOqnIfXP4JB/QeBtiCUyvzPs/8j4QQTNHq9/prrJe6ovKPEDoZtJ/37638LuKGRba+je6FLxy4imSEgYrkkBSXqusFJTb8jA0aqy5JMvrrUAwQjCkgUlLB9XD5KQJKenin/sqkSIGCJ5IolBlibbeUS3ltuuRUvv/yq2H9QSvLhhx+LDQnBxkMPPoKbbrrFbWTMtnIlzdSpN4ttCcEKpSen/v50UbW9/da7GD36Ytnoju+P77E2ny/cug0YiZ69h9++DMTQfDBTLt2l+oQSBxqe0oCVEowP3v9QAAONRceMHINXX3pVpgyCAaabO3ue2IdQWkG1DFUglKQQBBBMcPXNxm824g9n/EGWBzMfwYUavBKMDD/nPFHBULpBsNO7R28BECzDl5qGdiS8CCq4Aoh2KFS5UL1ElQvr4HOcdfpZ0kZKYAg4qIoiyOBzsU4uO+YqINrLEORQqkIwZMCIdK/5MT0QWQ/4AiP8F87rjTf+io4dOouEhMyR/6ojucJlQg01PUEhbXhos0PVCrd0LygoxLp168VGhHuMEFxwBQ3tRKheW7/+IRx7zPFYsWIVzjjjLHCpL9U0BCJvvvkWTj/tTDGGpc2IASNHgLn7YOB+gUBdSBsBGNEVL2T2uvqEBp5Uy5ChU1JAdQYlJe3atBO1CoEDJSVc/ksQQD9Bw6rlqwQocKkv1SEEDzffeDOGHD9E9id57533BARQJUPbEYbTPoT2HwQ7VPtQikHJhdqqZKZlim0JJTHdOncTsMR3QZsXGs8WFRQLIMpr2UYAEeNuv3WaSGco6eGKHEpTKLGhXQltTqiyUUmMASORcAWT1/SAqwfI8K2SESs4oXHk448/ibzWbQWQFBWWiI0CVTm8mJaMja65ot8DVJeNHDlaAAbtQNjXJF6fffaFSD5osEowQlsSAhfuE0MwwmXATMNddnkOEZcBU9JFlRvfVywBvYh7ti4w+7rahkAgxE8cgQUlGJRuPMOVXk8/JytM6HLJL+1GqIrhMlimo4qGxqdk5AQLI86/SIAA06mkhOkIXriChmCAKhZKQag6IRjgcmEyfUoxuDLnnpn3iI3IotIKUQ3RZoQqGBq+UnVCEMOL5VKCQ+kLpSY0nqXkg0SJB21UCIQo6WBZ3HiNdRBUcUM25iFI4nMRVLG9jGcdXD3Esq1gxK2aYd/Z33l1B7K9HLvfz3vyaIsrTZ3ZZ6S6fWHy1d8esIMR+nmRYfEfOgEJN8/ioXqk8rIK974X/PdO+wRzRb8H+B64uqm4aKGoXLgShrYfVuD3wQcfiW0IAQptSZ599nlZNXPCCUNEcjJ8+PmyOopAhdIULtdWux8DRnwwC/sk3xD8YTAyZW5k5FTL0N6C6g4ydao56FJ1wjAyczJ6Gn6SiVNqQgkEpRFU31C6wHJoC0LgccvUW0RiQoNXYeKujcgoYaGEQ8JkYnIailINxDpZLiUzdHmpKzYmrs+SYIE2JQRFJIIpJZbDe+YjoGH76edFwKFb2jOO5TA96+PF9jMfw/mM2j9u1z5+JFc1fuzl2P1hvEMDRqrR/ybLkekBZUrWf8taswISqgnmz18gYKRNm6PknzrtGHjp4W2ax7iR94BKnlgSVWMkAkOGE3iobQ/fj4ITvke+J8ZTKsLdVmlHQsBC1QzjtVx957HiRtyj9snb+Kv+tbsYGZmpP3IzV1daMmAybDJjXpQUMA1dMmZl9AogGMZ7MnLafxDIkNGTeDGeIIRSDIIGXmyL5BNf1Q/DCQz0Yl1Mx3Be6loBheZhOq3Tmp/PI+GuDc+Yl3mYns8kZR12qpq0DgUtjJc6fQEC+zjTSsN17eXY/b7q9hNmwEi4nW/SH7EeUIbkC4ywEQwnM6QE5M47p8PhiJN9LGhEqQxSG0u/lqNhNeUKE9aPsqYqqQPlElyQeFESpRefX8GFhlldvldefCe89D3HoisPEMmPjpP66MrLdTHh6jyfi2mRofojOxhRkCFM2LUbKpuhAID3ViBB8KAM3v4aFdBIuHOoSl4ye0oxeDEN7wX0uNJoORLmGusaZnUpxSDQkHTWiGD3tjJ9tVOKcPWfVx8x3P4+gtXpL95ejt3vpw3298k2GjDir5NNeJ3oATuDsjdKGRpF/bRRSE1JR69efWQfDI2jS9BCxilAwV5INPyWiUgmt33exir6LGyDL2I7SdpOpq9rlz5DNNtl7YtolhsTZdkn7/rkd70Afg9WMBDSe2E/0GbMIs1gGfQL0FAmZ+8vLVy/nUpPIMJoX21R8OLO7qpX/Qpy6GdaK6CRNFofPa46mUbS2drgN68+k7tSF2iw+q31M73r+a1lap0aV6Outtnu6nvx0XZ9j2ynFZQYMGLrLOOtWz2gzE9dX60jA+c/cwIS2iDw7JMBAwbJoW36z535VaWgZdGN2mX5+GQyoB2t6wNlG9jGGgNCUXuI4AUpcAie0juFtb/1HTCVgjC6De7ScVNfXRegOHzI8rHxWW3My8qUBBgw3tdwsOe195sOIK3OBgRkvLnsLjQpXanTEsBv2AO0WNrCtPKNW9LL86jfgBE3SNIucbuu8cD+U9J3b8CIu5fMTV3sAWVa6vpqI09yPnTQKYnYtGkTxo0bh8zMTBxzzDGyPbnakJDZaTnq+iqvWmFUPR8+jIOVrlmQde116q9ZLwEJwRDVFwROulGbugyz2l0o07cy6tq+5zOwnSS2j34l9bONvBjOMPazunw+9gHDeE/ipX1AV8uLFTfYO9m2bRt2766yI5AH9vVjZ6r1wa8Hu/FZKg/j0AGXDYP4PQGJMiS7qwyLrqo0aEehRBWHlZiGIILxvOiqgSfjSKqaYToNo6pD/WwDVS9Mp+WxDo1X1QzjtF2sh/fMq3WyDJL6CViYh2GaT9uq+ZhW20SX9aqfaUlaP9Pqs7NMa/nWOE1TEy7r8UVal7XtzvtKVB5Q6ZKn+s2AEV8TgwmrMz2goEFde8MIAPQiINm1axe+/vprjB07FqmpqXKSrJ5jw3RaTjBXywzZrWoGdu/eifff/CvWV9yH5fcUYNWsAtw/ewHuv2e+m1bPKYCV1s4rxNr5RVhfVIqHisvwWPkSPL7oXjxZcR+eWrwUz9y7HE/dV7v05L3L8FjFvULPLF0J+pXUzzY+t+J+CWfYs8tWQd3HF9+HJ5YslTDek5j20fIlbtLyYsUN9E6eXLoSrz79DP71j89weL8TeHmNJ46b+kyVwK5tru9h8RLcP78Aa/PzsWbeHKHV8+Zj9bwFWDW3wE38Lvg9rC8owUOFpXikuBxPlC0RerL8Xjy16D48XbFU6NnFy2Cl5+5djufvWylxr6xaKy7z/s/SVWAciX6mIWkYy1T/C8vuB+thOi2PdWg80zKecVou28N75uU98zINSf0vLl8teRim+Vgm4zUf77VNdFmv+pmWpPUzrT47y7SWb43TNDXhsh5fpHWx7Zy7nl26Ek8tux8fvvMBvv/3JhwkdnKBEgWgBox4zQ4mINZ7YN++fQJIhg0bhoSEBAwfPhwbN26Ux+K/erUf4T9z/rPVf+6+AErIfeECI3R2/fYr7rn9NhyT0woXNWuP8WltMT4tD+PTW2FcWgtcltpc6NKUHFya0gxjk7OELk7JwiWpzXBpWjYuSXdRZgtc4qIxmS3gRVk5GFOTZKlzdEZzjEjJEbo4qxVGZ+S6Sf1jMltibHYbCWfYJc3yoO5Fqc0xKr2FhPGe9MeW7d1lWMuLlXs+L4nt5bOxfy5MboYLkrJwVlo2hrbqgJULSrBzy1YZSqqdEACiqoh6DkZ+27wdfxo3EUNycnFeWjLGJDfCqBQHLkpxYERyU4xISsMFialuGtE0FRclpmFkUjrGpGbh4rRmuCw9B+MymuPyrJaY2KwVJmW3Fpqckwcrafz4jOa4umU70OU3xvSMI9HPMkgaNi4tx+1neZelZks6LW9CZq67Ps3nrLctLs9qjfHpuZjYLA9jmjbDqCaZ4l6WmouR8RkYnZCFixqlY1xaS1ySmCNhlya3kPuxSc0lnmmZjsQ0SixP75mWxPK1XMaT6LeWz3I0riZdbbMvd1TTDIxomu5+r6elNUPv1p2wetXD2L2rEvv3GclIyPzFJIy9HqCkZOfOndLwv/zlLxgyZIhISEaMGAGKzPUiACEoISkgYZiSAhNNH9R1gZFDqMS+/b+haPqd+EPrdlg04ESs7zHYST0H4YEe/bG+5wChB3v3B+mhPgOEHu33OzwyYDAeHXiMuOv7D8IDfQdgdZ8BuL9Xf6zsbaM+fbHSg3pjZZ9okK1cV70revXD0qN7YWn3Pri/zyCs6DXATepf2Xsg1vQbLOEMW933d5KW7rKj+2J5j/4SxnvSg787wV2GtbxYuefzKmmb+Yyk4v7H4KTkbAxo3R4LZs3Gzl3bcRCHhUSiV+lcVlpvJSNqt7HzEEquuQnj2nfB8mOOwcMDe+PhgR3w8IBOWD+gJx4YMABr+/cTeqBfPyit69sXpLV9+oi7vk9fKD3Ytx9ID/Ub4EHreveRNGt69MKjg34Huqu6dZe0jCPRr+Vo2Oqje0oY/Szz/u5HSzr6mXZtr97u+tb37o91vVj3IKF1vQZgTY9+oLu6e18s79QLq7r2wbpeg9z3yzr2xPrev8Pq7v0lbG2PgXK/5ugB7rTMQ2Iapfu79XXfMy1pRZfe7nIZT2Kd1vJZjsbVpKtt9ueu6NwXy7v0xdKufTGvzzHom9IKx/U7Ccsr7se+3ZXGgDUoYzEJYqgH9G+ls8mH/p+9swCzqlobML967avXRGpmTveZhqFDQMS6dndc46rXFkSRVAQVuwNEpJTuGphuhu4QUMIApev9n2/ts86cOdOEDnrO83yzdseavdd691frwF527ZLEP4eQ6fHjx2O32znnnHN47rnnVKI0gQ+dg0Tb/DWE6LL6FRD41g3AyH4OcHD/bt7v3YvbLFZGxMeT6nQExMZsh4VUp03JHJcVkbkem5IMn4NMv5OsWDfpsU7m+uzM8diY6bYxw2lhmitM3CamlZJoprmPhoQdN3DeqU4zE23RTLSamO52MNVpDYqen+ayMdPrUstl2QyPU20r5SSbmSl2i1om0yJz4/3BY4Qe73iZlvsVkXvV9yv3KnUwPDmRy86pyzl1TuDFZ55XELKbQ4gcEAL5O8CIvB7bD/H5f7vwnD2W8U1akxGfSI7fS67fSU6sk6w4J5mx9lKSHmtnTqxNSarfishsn0XJLI8ZLXqZLme4opnpNjHV0Yi0OLsqJ1nqq+1lnYjMyzYietkUe8PgvBxrsq2B2k4fb5ozSh1D1s10W5jhMjHba1Mi7+ZUuxzPeFenyjPutDHH70FPT7GZSYv1MsvtVMtSfW41PdvjCm4r+4jINlpmuhzBadlWZJrDGjyurBeR84QeX46j1x3LUl9zeeVMu4s5MUnMiUlhhrkxQ3xtia9zJlEn1+PtngPZ+8seCDHVRMw01e91IlvWyhooCyP6MgVGxIdk1KhROJ1Ozj//fDVmiiTgkp/kJzlWMPJ5v348YHcwKc5Hgc1iiN1Evi2GPEu0klxLA0RyTPWDIvN51kbk2gzJs0eRJ/uUJ7KulDQkz340JOy4gXPnWqPJNDUgM6YR+XYLuVZTUPR8ns1ModOmlsuyAodVbStlljmKbEu0WibTIgt87uAxQo93vEzL/Yroey1y2yn2OJnvdTGlSTLtTj6dqDPO4dknn2LPwQMKRDSMKO2Ifnz/iqWAiOQe27qbTx56ii4WLxPjUsh1+Cm2OJhvMVFsa0SRvRGFtoZBybc1JN/RiAJnFIXeGIp8Jgr8JvK9MeR5osl1R5HjaqREpkMl09GALGdD0q0XqX2kTDVdoLaVdSIyL9uI6GVplrrBeTneXPOFajt9vAxbveD5shxRZNobkeuOUZJpjybd2pAcp4lcl5kcp4U8t415sW6yHGZyXVYybSaK4zzke+xqWaHfpaYLvE61XraV7URkGy1yHD0t24rI8fVxZb2IzIceX46j1x3LUl9zeWWB3c3C6GQWRjUl39yEsf62NK1zJhfUOZP3+r5tPBshOWQiMKJ7rkh5nNZAeCsuLWDoMons2MegQYMwmUxER5t4770P2LLlJ2WSEb8RidyosVkmWFv6XMYCmdu/eweD+73K/SYLk2Ljybe5AuIgz2pXkmuxkWuxBCXbbEIkz2IpJflWK/kWe/ki60qJmXzr0ZCw44acP89sI8/sCEq+xUlNJHRfma7JvsfDtqH3N84XzyWn/ou6J51K9+efZ8++3X8vGJHMoBIt9ctOPnnmBR4zOxgb14Qsh48iq8CIhSIN6mGlwF2O3axEOnKRDHtZyXSYqUzK26eyZem2aEIlfFvjXFYyHaFiJ9NhJ8NmU5JuldJRSrIcLkIl2+XmcCT0GDJ9OMcI3Sf8eDWdz7Q7qUjyLG6KG8Uyr1E82eZ4RsY2pdkJZ1Lv9HPUODp79hlReREH1mBnEpk4vmtAw0D5pYCI/LZu3crbb7/Nyf84VY32K4O76TBT0Y4IjBzeT5/X2FvDyNf9+nF3w0ZMiE0k1+ZRkmNzoiXb4iDbagtKlsVCtlngRCDFEOn4DRAp6fALzU6CYrFTWEqsFFqOhoQdN+ScBSYHBSZXUArNbmoiofvKdE32PR62Db2/8d7Evz2MyPuwc9suPnr2BR61Ohkd34QMh2gLHUEQybfbCJdch40cm5Usu2gVLBWKrK9MKtu3vHUZVhOhEr6NcS47WfYQsTnJsjnJtDqUZFikdJWSLJub8iTH7uFIJNfh5UjkSM4t+5Z3T3qZwMi8KB+F0T4yrD5GxDWh6YmnU/eMf9KzT0927d/NwYMlfiMRzcjh9UCRvWpNDWgYKL/UMCIq8Y0bN/L4Y0+ocWxEQzJzxmyV4+LIbiVwXn16SZ+wawdfv/aKgpFxcfHkOFxKdAOWabNhSNlGNttqQYtoTvJsVqVJ0dqRyuHDTKHlaEg40JTASYHJhgEkAiWOEjAKAZYgLJWzLHTfw9m/smPXhnWh9zfeqzUjp9P9+a7Il2Coz8jfwkwjmsKtu/nima48aXUoGEl3+si1OwxTn8OizA5iehDJdRiiTRGiHcm2mYISbr7TZrKKyvDtj3TeOI/VeC/l3Qy8n6Lx1B8R2Sb5mHCUkjyrk6MhJVpWrW39c8vK7kk0mQUxHnLNHtJsHobFJ9PsxFOpf/oZvNLrZfbu24kkw4toRo6sB4rs/SfXgGrIg9egSSC8DG6gkqJJyK+MLvvQg48oIGmcnMKUKdOUhqRky5pOyTlDLEMyuWcn37zWj7sb1GdcfCw5DkfIl1TlX3oaRKTUMBJqiqlc83E0QCT8GKXBxIARARJDSsNRCbRUtFzvp8uKtjtel+v7klLDSL0TS2BkL4cQEQfWvwWMSMDQ5t0MeqYrT1udjI1LRmBE3gml/VAQYlL+FuJzofwuHCZyHSZy7DFKsm3RiL+SiPa30qX4YFUmerujU5rKMYOWmDSVidVsI9dkwTBnikkzoOUMmGcFWvSHRfXLEs1ogdVFhWJzKI2TaJ3+KKn8HpzkmVxkWzzMtbsYFp9IsxNPpuFpZ/Baj5fYvzcCIzXtbSLbV1ADomITzUOo9qGCTUstlka4NEyUZOqUaBb56VLvKPOSI0RMKvITE4v4e+zdK8sOqOPJMXUmVpmWdfLTy3QpIb4S6isRNh6Pj/nFC9V2+k9NTDZB645M6JndOxnerx/31q/PpNhY9RWYY7MHTTKh5pnQafmy0j4loY1WZR1zaKMX7m9SnflQ0KnOdPgxq7NPZduEH+94mw+FD5kO/V9N8CVwyclnc9EJp9H92S4IDIvRMJj+LJyd/2rz8j7I+7x5N4OfLgsjYprRfiGhZUVajj9iebjmpOw5S2tFwp9t/T5qLYm8x/Luh0roOx4+Xb5flJt8S/lSYPVQIpWASgUQU/75SuCnqvWhPlLlTct151i9pDncDE9MovlJp9DojDPp36s7h/buMiLKAm1nxEyje6BIWe0a0Hk8ZAdJdS3zErWye/dudu3apeyAAir6FwoFsl72EVGNcyDFuDiRSjpwAzCMMbcFPGS5gEc4nEgkTEU/DUeyXs4nP7k2uUb5ybkXLlzIddddx3nnXsCVV/6b1avXBsN9jxhG9uxgRP9Xufeii5jsjyXfZjiu6gaqsjL8SyO0cytvWjd+uqzs2OWtC29Mq5oPh4Wqtq9qffjxjrf5w4GRAG+X9rP+q4GI3I80AfIqB2DkWZu7lGZEYKRsZ29EJ/1Zy482jGgI0SZaPa/LqmGkfAjRcFICIhpKagYkVcFGVevLA5DgMpOLfLM3ACPeUjDyeo8eERhRvVHkz2HXgHToAhfSuctv3rx5TJkyhV9//TWoJRHI0D+BksWLF6uEY7Lvtm3bSomE2W7Y8IPaXIBj26+/sWzpCn78YTOSxl3mVyxfpZZt+nGLmi4oKGL79hKwEBiS48o1yE/mRQuyevVqUlNT9aUEtSiyQK4rIyODdu3ac/rpZ3LbbXewaNESBT+yXkfX6DJ4kLD5zni+AAAgAElEQVSJIHJJoysijfDuHYx6TWDkwnJhJNxRVSBBN0oRGCkdTVTb4aQ6MFLv/0o0IwIiCkZ0Z/1XhBB9TyEwMuSZbjzncBkw4vIoH6raCCNVQ1DNNCMaOo4VjGgoKSmrr9WoCjSqsz4IHiERdsFlGkYsftIcXpXIsflJp9Ho9LPo31NgZE9EMxLWn0Rma1ADYuL46KOPWLRokQKSwYMH8+ijjyoNhADK9OnTVaIxfUjRUtx333288sor/PTTTzz55JOl5KmnnmHgwLcVXAh4XH/9jWrE3UsuuRSbzaFG4W3evCV2u1Mtb9K4Ka1atkHARIDkyy+/ZMiQIQwfPpxvhn7DmDFj+Prrr5Vcf/31KgNrTk5O0CwkkKLNNQJVebkFNGoUzQknnMQdd9yFzkEiEBKujdH3FFqWgRFJZLV3J98OeIV76l4QgZFSoccl9nWtMantsFHV9VUGI5O8CVx68tn8bWFEqEtsUlozYncyNj6RdA0jojFUTqB/rjakagAJvb7DgxENJeGl/gjRZVkAqFwzUgIhersIjIS2z5Hpv3ANFBUV0bhxY7Kzs5WZRTp/yWwqHbuYRJ599lkGDhzI9u3blfZB4EVA4ZZbbmHJkiX07NmTN954g969e9OlSxduvPFmbr/9TqUBkWq79prrefed95k7N52kpMaMHPkts2am0r17Dy7rfAWZmdlkpGfxy8/blFlFzhkqAjzff/89PXr04IEHHmD06NFKYyKaELlG7a+iy99/36mcWE0xFk499XSeeOIpBToy0q/OP1LZv1NgRAGJ1ozIzN6djO7/CvfVPS8AIy7lSa897Et725d2cPvLaUZCcpSE35vMV9XZH/F6lRfFcCTUpqxSZVhel5qer7ow0uOZLuzbvUdpRf42mhG5UdGSBGDkKYutAhgp3cEbgFLdZaGgcCymK7+O8p5p9VyHOKwKaGgI0dBRURmBkcpa28i6SA2E1MD69eu5/PLLFViI1kOymz711FNB35FXX31VaSqk4xdzyRNPPMHIkSPZtGmTmhdYEJ8NAQgxqwz68ivuu+8B1fGLv4j4b4hWRMqoqBgFHk8++TSiERENiWhSPv/8S6W1EM2F1nToMj09nX79+tGnTx82b95cCkRkGw0hwfKgMYS9QI/ZZOWss/7Fc892YfOmreqaKtOOCHdIe1saRgzNyOj+fSIwUlnCtgCk1LTzr/H2fyKMaAdW0Yz8LWFEvRgGjAx6qgtPmCwRGAmDlHAoicBISGcTmYzUQGU1sGLFCjp06KD8LcRU8+mnn3LvvfeqHB6ikbj77rt57733lP+I+Ijcfvvt9O/fX8FL165deemll5TJ5uWXXyYzM5NPP/2cW26+TZ1SxosRCOnS5QWmTp2uAGTSxCl06tSZl158mR49enH5ZVeq9TqqJggVgQgdfb4tW7aoY2qNiAYRWRi6j75XgY533n5PAclFF9Xn1VdfY/36jSp6pyKH1lIwIlQi2hFlpvkdA0bOYbJfMrB6DlszUtGXl15e6is/EEZYnqNqRcu0uaS6ZTgMVLnfX1wzEl7/+v8iZQRGAm/X1r0qmsaAkXjSXZJ3x2E4dutcHYddHgttSOgx/2zNSLjZRZtjdBm+/o+dD/qHVOIzkmuLVeHcMghoxGdE9ziR8ohrYOXKlXTq1Ek5hooWQjQQoikpLCwkLy+P559/XmlC5ESiBbnyyiuVyUScXGV8mL59+ypTjs1mY9KkSQoAxFdDImnEZ0S0ErfecrvSgFx11dWMGvWd0oiMHTtewcn99/+HRx55FG1G0RoRXYomRkwz+icaGlknPwETkfJgRNaLv8jbb71L/XoNlR+JgJIAUkXaEYERbZ3RKpJDh2Q44N8ZPaBXQDMSgBGLO5gEqSZmmtDOrbzp8M6wIuioaHmVMBHm8xGBkTAH2zDNS+j/KAIjAbXhViO09/FoE2PjBUYcBoyoaJrKO/uqTTah4HAspiu/vtD/d+h0uMbj8M004XChIUSX4ev/2PnKYCQ3xkGeSbJPGzAioxxHYET3TJHyiGtAomcWLFigzCzS0YsJ5pFHHlGmFzm4aEdmz56tTDJihrnm6muUj4iAR0JCgjKd/PjjjzRt2lT5knzy8WfKT0RyiIwfP5E333yLnj178/LLPenb91XlPyImGvEjEYfWG264iWefeV5pLJRPxyEJ/92nzi9+KuIsKw6sGkBCb1hDSOgymdYRM1IKfHTt2o26devRsGEU3wwdrvKbCPyEb3tALDI6iEbI5OAhDonH3t7tfDugD/dcJD4jieRbfUhq5FyzSwFJaRgxMjWWZDI0xq7RjVloA1fedEWQUd3lRx1GqtCEhN9DOEyFw06N58PgoMzxq1pfhQ9J6HhCKild+PFC1PDj/Uaekb+1mUbei593ItE0jzYyMTYhlnS3TWVblfFnQjOY6me+0jJMgxL+/wgPza3xfMh4UWWOrdYZPl76/Qp/vso83yHPQ3n3Fb592fk/Fi7KmokqP391YCTPHkeGy8/Q2IQIjIR3PpH5w6+B7t27q2gY8fkQzceIESN4+OGHFXzIUcX00q5dOwUdMi+Oq2+++SaTJ0+mWbNmajtxfk1MTFT7Duj/Bnfeebe6oNTUuQpG+vR+BavVjpTiy5GQkETvXn2VA+vDD/+XRx99XG2vzScCGRJOLL4oDz74oIIctUE1/oSCiExL/hLJ0vpit+6cf96F6joEksQspLUkoikR2X/QgBEBEnUcSbomMLIvACMSTeNLJt8aS57FG4GRckAlvDGvMXyEw0M4HNR0Pvx4YfPhHVSZ6w/pfCIwEnCq2raDr57tzn8bxgRgRFK/m1Q6+AiMVJWRtXIYqCk8HO3tK4ORnGg7uTEuChzxZHpi+doXH4GRavRJkU2qWQMSoisiHb+E8ooWQrQREjUjGoq5c+fSsWNHxNFV5iW89t1331Wmk7p163LnnXcq002jRo2UVkXMIuInItExYia56aZbGfbNCCRVu2hHJKpGHFwlnFfKp59+FhnkTvuM6MsWLY0A0kMPPaQgRy+vqgyHEZ2/RIBEzEGSgyQxMVmFAMs6DSIaRiTbisCIkd77AAdkzPR92xn5eh8jtPcIYaS8r6nQZfoL7XDLiGYkLNImDD7C4aiqepb/jVbJj42NaEaUd/f2nQx5/mX+28BcGkYcpohmpBxAL6sdqQxY/lxYqQ6MFDoTyPLGRWCkqs4osr5mNSAhuS+88IKCD4mQGTRokHJalcgVgQHxDbFYLKxatUqZSq644grlwComFEkyNn/+fJX9VPKRiLnmjTcG8sADDyIhtgIY0vGLX4g2kQwfNpIrLr9KAYuYalxOj/Izke1FBHgEiuT4AkTiQCu5T3TiNW2a0WX43YbDiJiL5CeRPStXrlZ5T84++xw6duiksrQeMYyYXdTETBMKHuVNV9U5VrU+AiMRGFHhtzpR2dEuxUwjMPJczyCMZLhkMDwT+YcDI6J5CjHVhGuqamyWsZootU+lZprSJhp5t8I1Y+EgUd47G7osfPuaz0dgJLxNj8z/TWpAomEkcdn48eMZNmyYCu2Vzl98R2ReomvEaVUcXQUUbrjhBuUzIo6j+qdzgWRlZSFhu+IHIp28OKled+0NamTdCy+8KGiyuefu+5g+fSb5eYUqQZr4mYgmRX4CQAJF48aN4+mnn8bn8yktjGhKRDSEVFgeLO0zItchUCT+KFJKmviUJs2Q62nb9uLgODbbt+1kn/iqBjQjxvFLNCPKZ6SMmUZGsBQYcRgmm4APieQfqchnJLThKm+6Ktioav2xh5HKG8uSL6tAwx7UTJjIs4iEOYxWNV/GLOOg5BzlTZftUMI7mND58PoMXaemI2aa0mnuAzDy1fM9eaShWQ0cqWGkwG4KZB6uyYi2pX2qysBIpTBhDD5Zap8qYSQcQMJG4w173moOE5VpPaqzrvL362ibZcKPV9m7pc00Ec2I7vki5VGtAUntLloPMdMIbMhPpqUzlnkBDYEMgQT5SQ6SUE2FAIJoLWS9QIvPF4vAhUCAmGXERLNx44+8994HKiGahPJKynbJwNq6VVtlrunQ/hIKC+epMWv0Ncj5BUok9FiDj6zTETS6LAMlYTASqikRGBGZN2++iug584yzuPTSy5TGRLbbs/dgCYxIo3tQjDWGmcaAkbpM9jUh3xJPnsWvhtI++jCiG8fwRrN68+EwokcFDl+u58PhQC/XpfYBKGmUK28sSxozWwh4aBA5VjBSMwAJBY4IjAQSmVVXgyLvxW87CYWRLJdFaUUiMFI1bBTZ5f0pZ7tgDp/K369weDja8yXvb1nQj8CI6gIjf45FDUjnLiYRKbUZRM6jgaC8c0p0zdatW9UqAQH9k/1lnYxLIyL+GOI8KlAiPzGXiKlElutt1q1dr7b5ft0GBQkSDhz6E9CRn4CHXJMGDw0iUuplwbISGBHgkJ9oYSRtvET1SJZW8Wv58YetZRxY/3gYcZJtkSG6jSid8I6yOvMaIjSEFJmtiMi8XhdaGtqKEkjIt5qDw6pLWm01+mpAja72Uw1pxQ1mSWOmYcQAEa06D4efKufDvlSDxze51HDmCiy0dqXMtlVDis6iq8tQUIloRsoBlQCMDOpSohn5S8JI4JkKfVeC05Jp2GyjBAQCcBEAigKbAy3h4DFP8rEEwSNkP/XeWQOgUvJ+ae2pHlSz5Jwl2xzNZcH3q5w8IxEYMfqPyN8/qAakUxdAkZ9MS0itaD1kOvSngUVDgoT9CpAIbIjvh4CHiIzQKxAgMCJgIqLnZZ2YTySqJfwXfj5ZL3ASCiKHAyNyTdpsM/q7scTFJiA+JI8/9hRbtv4aFtob0Izo0N66ohkJjaapjplGVNalVdHlzztVuHC2xYOIDhsWAMm2lkgJkDjIthhidKSG5kQ0GdLYCXwIhBSbjDLLbiXdaUXKHJshsm2hycQ8k4kCswENAiOFFkNkWg8Fbyy3UmRyU2TyUhwj4qbQLPkRShrGApMDEWmslfrcGk2uEuP4Ah+Scr1QJMZhiMmmlsk++l5lWrYLbxxzYqwGhJh8KueBATPG9ReajGPLvtUVDSG6LLNfyP/ubx9NI01AGIxMiIs1wnodJo6OZiTw3NTUPKO3DzHTZNtMKLGGm3O0lrHkHdLvUvD5C8CIflfknSqw2dS7lWUyq5B+Ce9XYjXecXneBT4ERIqsDoosLvVuhL7v891u4xgWC1k2J+kOJzLonrxzC+wWA1RCcgHJ+dV7qt5nO4Xmknct9L07WtPh71vofARGwnupyHytrgEBjdouAkQCQSLjxk1QzrXnnVuXXn36sWvfQX75bWdIHe9jzy8/MP7NATzYoKGCETHRGKG9HuUvUspnRPxGzC6jkZLGSjVUVdvQc6xuNTS3OrY5jjwRi58cm9FYCUQYICFg40S2z7IZItPGeSTyw2i8isx2FsTYWRhtZ57DxWSPiQlxVuZ4bApK0lwGkCyKsrC0kYniGBMFlmgKrTEUWWIoNhtljj0GEYGRYpOThY0SWNKgMSvqJ7CsQZwCk2CDbHZQZHKywOYxsnG6HWS5TGTaDSAR4BEAmRftYkEjDwsa+QLiYV60AJiHuXZDCkwutZ2UeSGS08hBVn0Hy70tWeJNUaagAksjdf0Loi3IfYd/jZaer6oxr3j/SpOeyRMjnbVoAkWk0/5LyiHYvoPPu/TgwYYmxsf6FbDm22IQMTreqp/3it+LMHAPcW5VJsMK5rXWQm8jEJ3lMJPpMEqZF02f1krIdap3y+Ym0+4m3eEmzekkzWkn3VHiVCvviYjsK8AgwJFmMpFh9TDX7Cbd4qHAm6jAQqKu8gMgUmxxUWyW98AY0TjLKYnhbCzweckyxajzzfT6mOj1MM0lcG5ijUuy2EaRZ4+i0CpivHty7caHhUCLfj6reo6P/npJepYT7QyG9n7ljaPZiafS8LR/8lqPlzmwZ3dk1N6QniMy+SfXQG0HkdDrEyiR5GevD3iTiy5qSMNGJl5/61227zTMQ+wP5GPd/zsj+vbkjn+dwyRvUtBfJNtkOK8eMYyoLyyvApx8sx8lJgNGFHiIJiPQmKrGNtCQGgBjfJ3JF5OINIjS0EqnLCCSd34Dcu0O8q5pz4I7/810r101uKluO5kOO4sa2VjWwIZAybwYS1ArUmw2I6JHQBVNy4JoN0saJLGiXmNW1ktgSUO/0pTo0Nc8h5NCh0d97U2P9zDeb2Oa18RcpwEjSgsTY6M4ysWihh4WN/ApkeniKANGZjk9zHIaACLQIiIAo77QFJT4SIv2serSG1jc6SrSvHaybY1YEG1S9xCBkWMNQQaMfFYOjEjnKeBXMWhUB1KODozIeyLvTKjIMsN8aZxDayYMCHEyx2VXIu+FNosInMwJgHuuyaRAItvlZrozlumxyaQ1ackkq5sMm0tB/3yrnYVmG0tiHMw3S5p8l8pQm+GyKRhZ4vezMKkxM5umMOuKzky6/BKGuuxkWSys9LiCMFJsiVIfBHk2ARIzRRb5GAiYW6swlR4tLUn4cSIw8id3rpHT16wGQjv742FaYERMS68PeIt/nXshJpuTjz8fxMbvNzJ08CBe7PYMP6xcyNBe3bn3ggsVjOSafAHn1YA5JaANKaURKaXCrboRlqHDxeRhmEGkdAYaRGmIREsRFZAYBQz6S1Aa12KTncXRAh+GqUcgRWkoYuwst3lZdfHF8MVbMGko072GaniGx0mq26m0DqKlWFbfxeKGxmjEAhfazKMbbwEdgZEVDfxKFkR7FfxIA5/liCHdFcMct5lx0fUZnehhcffHWfNGV0akuJnmtahwy+KY6KAGQyBocUOHEpleEGWYVma5bMx0W8iwWygwWxBth4CGaFXERJUZ4yWjcTsYPhKmjWNK20RmuaNVQy3HOXIYCf+i1F+iVYxNI6/J30gzIjDyQCMTE/x+Q+Ngi1Ff8n8WjGhoFg2evBuGr5QB5RrUpZTnQ0BDNIhitkxzmdVzK2W606y0j3IPAvLyPkmHLGYUbd7MNVnI8SUwrkkz1j7zHJte7M7oxMZkenwsdXpYEmNhVYyZtVFWlpqtSKTRHK8F8aspsFmYb3UyyWTl68suhowp7B4/jCEdWjEzNlaZKJV2xWplcbQhcj9aKyNAIu+joekLf06P/XwERmrWF0a2/pNr4HgAkPBrFN+VDes38dLLvTnzX+fRKMrMh+99SL0LzsdujWL6d98ozciTVtsxhBGnASANLCwyO5XPgzSYomoWkQZJN0wCABpGpBRNiDSYom7OtMWRY4kzwMZsZ6Unjgyvj3XP/Y9lTzzEdK+opZ3MdNiY5faSao8lwxJPtjmeTEssqU4/c5wCGm5lllF+HQqSvBSaDK1NjsXYZpZbgEYa9BiyPGZSPWbmtEhm+k2Xsyd3PKzKYOS/2zMuwUOuy8o8U7RSR4tfhrLNB3xeZNpYZiHVaWGW5K1w2RWAiPlIfFrE9j/XIaCSyLi2nSEvHZbmMP+hW5kZa3yNKy2KsqmXAITRcOv5w2mw9b4RGDHMToc49NsOPunagwcaWoIwIlqRP1MzIu+Efkek0zZMlE7l2yTPrbwT6bY40hxe5jjdiGZwlsdKqieGOZ4o0txRZDpjlH+GAIiYHrNssq2XVJdsLyYcJwu8CczxJvJd50uhKA/yc5h87bXkJjdlqd3PkigrK2KsLDdZmWe3MsNvYVKChdk+C2KqKXbEkZrYgkF33AgblsH8PN7q2I5h8YnM9MUxy+Un0+ZV4C8wJPChYETXb9D59XCe5SPbJwIjf3LnGjl9zWogvKOvzfOhd/bb9l389MtvPPjfxzn1tH9S7/yL+Oepp3BCnTrcfd0VfPViN+6/QDuwytg0hllFGi3lbBruK1JDzYg2rRRdFM1iq4s0u01pMdJaNeVb6aDj/cz0ekj3+5lttTP13Iso9iYwy2JjUpyH4a3iGN4sibm+Nkw/302e3c+cBg3JqBdFhiuO0Y1bMq55W2a6XMxq1JAss4PipFZMdCUxsXFbRrfqyIgWbRmR2IQp7niKTfEsjY4LAsh8cwKpUV5GOHwMjvczONHP0EQfY5LdTI+zU+g01NBDPGYGX9+RXWtz4ZdlfHz9FXzhd5Eb52KePUaB0Ay3X2Xu/DY5jrFNkxjlc5Kb0owcXxyFicksSGzCIlcsixx+ipxecn1+chvHM61xIt80a8k7nTqxd9VC+H4Jc66/nNk+N+nOWDJkzCCrNLglABGuahYNVGkp3UCHfkWraUuJyt7wGTmHev93Bj2eeYF9u/cF3ULUs/Q30IyIY3lpGIlTkKxgxGI++maaEAdieUcqEwFz5QhqMitN4eJGXjIucJBrS2GaoynfuRszyBvLiMZJTGiSxJQ4L6mxDlJd0cy01ifPa2exO47UKBvj/XGMSmnCkOQEhsR7mdOmDbNjk8hzJTHWEc+nV17BzqxU+H4FQ2++gRkJzZhniWN+Qwf5DS1k2BzktG6qNIOj2sYzoWU8U+L8LG7cgakJ7fj6nodg4w+wZDlvX30j37TrxPCEFCY2b8e0hBbMjfKS1zDgACsfHwGfHPUREuIwXvb5Lv08H831ERgJ7TEi07W+BmozfJR3bRJZo6J+9hzk519/Z/i3Y7BYnZz+j9M45YT/UzDiqH8efe+6kwcuvIgpsUkU2PyBwfIESI4WjBg+H0uiDce36X4/P3d9Fj79gMk3X8eUq69hwb0PsPSWu8hs1YFxrjgmxCaSc83VLO/yBCvf78PKga+w4O4nmBrbgYkWBzleN2n1oyhKbsXmZ3rBh4PJbtmCwqR4st2xTLT6mdrhKrIefoplr7/N9+9/wtIePZjQ8VIm2GNZ2rQjea4mzDHFMS3ax6zmFzPngf9wcPx3kJ8NI78m9T+3MbF9S7KdXiWTL2nNj19/ANvWwbaNsKCIhU88xuxYKzPM9Uhv145vW7dj1p23s+md/mx9/w3W9+7O4oceYrDdxYhGdnJim7HQ1YzURi6mJjUm47qr2ND1SRgxhB8//ZjcD9/lt3XL4Mc1zLnuGlK9fuY640mzxirH3mMFI5O8CVz6jwiMHPhtFx+90CugGREYMSBAQEDq/qj6jFQBIKFwItchfk4LY8wsa+RkcSM/xY4WjGmUyOTW15L/cBeYNhdS5/LbB+8z+8ZrmdQsiRl+BwVeNxIlMzfayjR/At9efgnff/Q6FMyFCcP47Z0BZPz7amZ6UxgT34KFH70PW9bB9k1QXMiBF/sqWM+K9jLb5udLp43MB26FMYNg7lj2DPmAvPvvZXabKxiS0J5hDzwFS9fDqi0M79qLdR9/yZYPPyPv2W4Manox07wtyLIlqudZaUJtUcqfJAIjtb4LjFxgbamB8jr82rxMImrEkXXnjr2MHjsRh8dPnTon8o8TTqZOnTr866xTiTnvTDrbbTzcsJEBI3YvBXav8pQXb3kVTVJjTUhZPxIxjSy3x5PriGNkUgqMGQ0rl8KShfDTT7B+M8wpIuPOR3ktuSlbh3wFyxfBD6vh5w2w5UfILWLtux+RetklZMTJNbrIb9yGg199C4tXseiemxnjMTGrWVMKb72dHV8PgaUrYNNOWLAKNqyBgjksfaMXQ9u1ZkZ8C6b7mzO8eQvWvjEANm2GdZtg+feweh38sIoV7w9kUlxzpjkTmX71pbBiHny/FvYcgM2/sPaVV5ma7GRmy1g+v6oziz79DJYshY0/GrJ2HSxfzKbBXzGkRUe+c7Ug29eRaYkdmP3s0xyYnwGbl8EeyW9zALZuggN7YLloRm5kjjeZHGdyIAJJIotCv6BL13NVX4qVaUaqBSN/yQiaEqdYFe4fgJH7G1mY5Ks9MCImjQUmM0uiDBhZEBVHrv9iUtvfzM5Bo2HBWlj3K2zaBhs3wKIiCrs8wUiPh+WuZBY0cpGW2JiiB++B/Bnw02JYXwRLM2BdPqRPJveam1l472Mwvwh2bIEdP8HCefzWs6+C+wx/WyY37UR2z5dg4zJYVgg/rIAtq2DNEua90o8323Rm6L3PwPyNsB1+XbYefv0Vft0CP2xk7eeDGRzXirlxLUm3e5V/i0TZSIRNBEZqS08XuY5aXwO1GTzKuzZdoT/9tI2bbrmDk0//J3VOOpV/nn4W/zjx/zjl1P/j7H/UoU3D+sqBVWlGjgWMBMwHC8T840/hs6QUfvvuO/jlJ/YvLOa3WdNZMGAgq3u8weDLbmLFsFGwbiV7lxZTOPQLpvV+mVkD+rNz0ULYsI69Qz4l47L2LEhpxsz4FH76bCjkFbHs6UcZEu9kXOf2MHGcOsZPE6dQ8OqHZPUayMqhX8GqIlhdyMxe3RjTsiNT2lzGuAfvgw0robiYvNcGkvbQU6zoNwBWzIesWcxp1Yk5vqaMaNGY4j4vwuofYf4aPrvuTr7tdDlTmycypn1TNkwezYF1ayC/kPkD36Ww3xss/vhz9i4qhrXr+OGjrxjW+momJl1K4R2PKps6P60m+9M3mdLjWdJ6vcAvk8bAT5sVRKVfcztp7qYU2JuQryKQjgxG8mNsyjFXoETARb7yxcdG/GOGJCfR+vRzuOD/Tqd7RWaavxWM2BSMCAQYzpV/rmZEw8jiaMNMI+HxM5t0ZNnTvWHxWg5kzyOt52uM+d8zFH/xCWzdCEU5zLn4ElbYU1jlaU7R9bdBfhb8uJBVYz9hQreH+e65B1k7bTj8sJItr7zOyM5XM7ZPd3avWQI//sBHd9zFiGYtmOBLYrinGfmPPqsgff/aeeS825+Rjz/AtDe7w+JMWLKANztfzRe3PgKLN8PGbbD5J3KGDWL0gF4cXL0UFi4i9Y4HGe1JYY5TwvvthiksoHmqCqiP1fqImUb3FpHyuKiB8jr82rostELFZ2T7b7voO+BNOl95NaYYCzFRDTnxH3U499Q6tGpUn+tPP50psQkU2N1KROtwZCrpsl/t4u2fm9iYj1OawvTpsHIFu0YOJ/3fl5PepjXDYowk/koAACAASURBVJNIe+hx9i5axL6N6xnVsxtvXXM5b7Zpyevt2vDhQ/dzaFkx7NpK6pMPMjklkfGJyax962NYvoFFT3dh+CUdWfb6K0rFvG/2DIbcdQ+fNe/MVy2v4KP2nZnb71X4eTNbcnOZePt9vNekFd+PGQsrl7HhvYF8Ge+juF0bZjRJIOd/97O821PkJiWR7/YyrVkiE2+9EVZvhkUbGdXyEmVWmta8HemP/Bd2/MzeTWsZ/cQTvN/6Yr5qdymfdLqSTx9+FJathA2/kvVCH4Z1vhKGfA2bf2DTF58yulVzZjRNZGZzPyM6NOWXObNg4Spyr7qTbEdz8hzJiGOt5I7QocZSltaSlDUhlPYfcZMTZSG7oZkim5f5cUnMNFuZkuDjg2Qr1190KvXr1OGf/ziTl7v2YNfvezlwCCXyjIvS5tD+41v0O7Fj+w5uuv4mWjVvTc/uPcnJzGHLpq1Kiygar89e6st/oh2ItqgERoxIjyN7J8r7n1VvmWgNBIqUmK3KGXtyp2tgahqsWM3cHi8xolUyaZe0ZGLHVvzSvQvbnn6Omf4mzLMlszDlMn547V34cTM/f/MhX1/RnNHNEpjQ/mLmvvCS0ggeHDGW/i3b8s7dd8Ca1bByIx+0vpQxsUmMjY3jw5TmHJo9HbatomjIQD5MSWBok1hGXdeGuU/cyarePfmkwxUMufk/ULQUli1mau+uvN08joFN3Cz88E1Yuogf3/yQMSkXM8cVq7SbBVYPRZLTxOqqVI4ViMhxIzCi345IeVzUQG0Fj8quS/xG9u45yK49B9i2ay879h9U4+mkp89l1OhvGNCnGw916sBt55wThJGjDSLSgIu9XUISs5OS+LRFCwNGNm0i9a47SPU5WdQknuF2MxvffB02bWRZcR4ZX77PnD7dmN+zO4v79WF6z+6snTgaNq9h15TRjG6RzNiUFNa88yGs2MDSl15l1PW3QHYq/LKOFaO/IePVvqzr/RrrXuzLsr79yXx9IJuLF8HaH1jQpz/f3n43O+YV80vaHL5u20o51q6I97EgwaeOL46zc+LcZHjszGoSx/Qbb4CVYktfz+TENsxxJfJtckt++Pgzdn6/nPmZM0jr34c1/V9j0fNdWdG3HxNe7AkLlsNPu1j/5VCG33kLzM+GNSvJ+u+jTLG4KbLamJdoZ1KbRHbMmqHMSgVX3EmOoyl5Dkk85T4MGJF6Dzi1xtjIj7Kqxj7f7WemJ5ZhHje97dE0qVOHRifU4awT63DmaWfz6MOPs/2XHRzYLwMxGnJwHxzYe+C4FnHKld/aVWtJTkjmlH+cygl1TqBh/UZc2vFSli9bya8bt/JVrzd4yOQOwIjx3AqU/Nk+I+K3omWG28uC/z0Li1bBnAwGX3YZMxLd5PnMpMXZmS2OqUmNme1JIs/fgtU3/gdyFsGKNcy6/XpGx9rIcLrISGpB9v+6wYof2D1qIn1bX8y7AiOrVsKyH/ii+aVKQzTG52LwtVfCljWwdSlvX9ueKY2bMNPhYGyig4mXNGN4m9a8m9KKEXfcb8D38vl8ckVbJjV2M6N5ArOfuB9WL2X/0FGMad2Z2e5Y9TwWmWMRESipDEgiMHJcdJORi/wjaqCyTr+2rVMQsne/SlkvfiNaw15STwfZz24O7vqZKR+9z10XXMCUuDgju2gpv4TQL7fS2o6afCVKQy4NaXZyQgmMLFnChOuvJSPBx7SouoyIt/Hb0E9gz3YOsQsObIXf1sPubfDbz0qTwC8/ww/rYex3jGuWzLfNUlj6/oewZgNL+wxg5K23w9olhpPpwa3w82rY9zv89hPs2wH7dsHuQ7BmE0v7vMaURx9lz7LFfD9xHMMSU8j3J5EX1Yg0czSj/HF8lZTIiEQXo5NcTE6JZ/r118NyUYGvZUZcOzI9TfkqsSm7x4+HPb/Drp9hy2r4aR38tAE2b4Bft8EvOxWM/DxoKN/ccyMsyoKVC/n6muvJ8bdQ6edzk/18d3FTdsyaBQtWUnj1XWS7kslxxaoEU0ZOCCPUOVRDoqfDNSVS57oBl/wTeY1MLPTFkxmbzCCbk7vPORtrnTrUPakOp55Yh1NOOJHTTzmTS9p35svPBjNw4Lul5K033uJ4lj49+zKg3+u8/ebb3HzDzZxx6hmcedqZQShJSEhi3LBv+eLl/txwluTdEc1I7YIR0YyII2uqy8u6br1g4RoODhnD+Pb/ZqYjXkW/SR4bCSPPbpLIBJebSZ4Utnd/3fBhmjSBqSmNKfJ4yW9oIt2XQPojj8Hi5ewZNV7ByDv33AZrlsPKDXza8lKme/xM9DjIePpRWL2Qg5lTebdpY+YnX8z8mERS7T4FJhM7d+aLju35+IorISsTVi7mk2YJ5CbEk5UUz+R7boJ1S+G7cSqEXTQjkla+yOJTEoGRktY5MhWpgUproLYBR2XXoyNpJJpGtpPfTgnPDPz27d/Dnv2/s3vbj0z+8D0eiopisj+2HNX/0YORfFMjCpo24YMmKYZmZNkyZtx2O9McVpVY7Bt3Q7YNeht2/0xR/lymjvyE9KEfsGTQFxT2f52Fb77N8oHvsv6t98m69z9Mb9KY8SlNWfXeR7B6I8t6vMawG25id/Zs2LmB5XmTmTJ4IIVfvk/xR++Q9/FbFH78AUX9PmBpr3f57sprGXXLTbBmGdvmzGB0q/ZMNrvI9nhI9fsouPMumD6F9X268FmSg3GJfqaJiUW0HLmLGBt/MQUtL+dTfyJbBg2Cg/tYkDqVmR+/TtYHr7Hw44Gs+Pxjit/7mMJX3+b3D4fw3VU38NW1kktkhnL6G3LXXcxo3JaChJbMaJbC1x3b8fusVFi4lIJrb1Ghy1kut8ooGwojMq0hRJflw0hIKHCMhWXJzZgb25g3oy2k1KlDwxPqqKgqcWg+qc6JnPJ/p3Lyiadx7tnn84+TTistJ5ysnJ/FAfp4lHPPPpezzjybC867kJNPPIWT/u8kVZ5Y50Tl0H3CCSdhrRfNy3c/wmP2uNoFIwrmDVONhpHVL/SA1ZvYNXgU37S4lLGSU8fflJl+P9sevh/GjmLdA/cxIi6Z7QPegZ9/ZulbbzOraTuKPc2YU8/FJG9jpogZceESBSN9mrbio7tvh9XLFeC/3+ZSpngFRmxMvO9WKM6BtOl82a49RSmXsdB9MbmNO5J9+XWQmcb3b/Vn8O03wsIiWJDL6Mvbq/dpjstJ5pP3w6r57Bv6DWNad2SOWyAkAiO6TY6UkRqodg1U1vnXtnWhY9TItNj/JRG8iLrWQweUZoS92/huwGvcV68+k3z+YwojuTFRFLdsxnvJyYYmYfkKBSNz/B5mN7yAKZ5GzH/sLvhlEz8umseApx+m21WdeaPZJQxqfQ0ftbmcgYmtGH/xNWS0/bdyhk1NaMrmNz+CZRvZ8PLrjLnuFhYP/QzYxvK5Y3nmynb0bd6c91u0pn/zFAY2bcUXcR0Z3/hKprftzKTrrmVf1myVU2HqvfcwKD6Byc2bMKFDa9J7dIVlRWz96j0+bxrHrLgkiq68EcTMs3A5Y666mUmtLmVc646s6N1Xwci+Dat59barGXBlB95o25LXU5rzSmI7Pkq5jK89LZncrD0TO7aDEV/CxtUUfPIxn7S+mPEdOvN506Z8dfU17M/Lh6J55N9wPXM8DpVNM9Mh4/eUBRADRMSXpKzWytCMlMCIDM4nGWxTPQlKC3TjeefhPvkk6p5wAuecfAr/PPEMTqhzEm1adqB/v7fo0/NVJX179SNUXu39Gkr6vMqrx5GIZqR3j970eKkHd952JwInAiQip518Gj5fPMM+H8L7z/XgjgtiVBLAWqMZCcCIMhdZzUz1esn/39OweAX7szL58tbbGN68lYpU+6Zdezb0ew22bGVj395827YFP77aF1b/wO8TM/g07hKGxLRgTGxnhra6lu9HTVNmmr2jptIvsQWDb7wZ5i+AwgW83/nfDHHbmZDi59vbroXFhbB8PkNuvoVRTToxIbET3zS5lKyH/gdb17N+0Du8fsOl7M+aDuvm88017ZnitTE91s3U/9wMW1fBqJGMaNZKwYgyy1h8FIhEzDTV7osiG/7Na6C2AUdV16PMM4HRhPcfLA0j4q138NBu/kgYKbJZyG3amI+aN4ds8ZlYw6SbbyI9MY5liX4KExxkXtaOncNHwcq1/JA6g7R332Xif55n4h1PMu1/XTjwzWh+faE/s+MvJssez3R3Ej/0fRfmrWZrz7f4MLkVY554lN15c2DzKn6dNYl5vftQ3LUbUx66h5/eeQuGTGbhVfczK6kFE1u3ZM0Hb8Om72FeAfO6dWHa3deR1e2/7MiepRxhl/TrwZjWLciMb8aiK25m/7hJKvR366dDmH3bfYxq2orJ117Pzumz4bffOJA3l9S+3ZjV5SlmPPEEhS/159Dno/n+4ecY709iWlISyx/5D2Skw+Il/DD0GyY/9ijL+r8Js+aoyBvWrCD3pquY5TGT5jCRaTOpMEitBSldVg9GBE4ERtIcfnUd3RvGcOsFF9L8lJOx/t9JnFfnVC7650W89EIvfv1lJ3t27leyb9cBQmX/noMYsp/9e44fObjvkLrebT9vp+tzXZWWRDQ8//rnv7jmqmsoLJjPzq2/82WPN0pgJCTNupi8amKaLLttqJax5tMq9FWyEtvMTPd4GdGmE/vGTYOtP/Jz6nQW9nuFuY89zjwBkWUrYOUqcv/7Xya0bc2UK66CuYWwbhc7h0xn4i1Pk//4axwckwXrt8OmHZA2j0+atGdoh6vg24nw2x6WffQxi594gAkdm/DNpe346TNxFl8I84pY2KM/Wf97mewX+8O8pbB1A0sG9uaN6zqxP2sq/LycQde0ZVK8g5z2LSl46THYtILtn33CkKSUCIz8zfvTyO0fQQ1U1fnXtvW1DkasNjKTEvmsTRt2SgTL4sVMvuVm0hLiERPOfI+JJW1bM7nVlTApC77fCOvWwqqN8P0m2LAavl8DE2czNqE1aT7JNNmEDQM+hEXr+KH3W7ztTeaLDp3JefElyBAg+R4ko+nPa+B3yTUiDelCtnbry1RfPNMTEphw5ZXsHzUSli9VYYuszULJnu3sHDOeyR0uJaNxG2bZ4xlpiSXr/sdh5XpYvBqWr2HG1VczpHFTPm1/FaTlw/rlsGsj7N8Ev3wP6zbChq3wzVDSLuukonPSElNY3+N1+Hm3kRdi28+wfBWsWg+/7YDvV5J/S2dm+BqS5og2BkWTAdJs5WlHKoKRshkrjbwxXrKsfmZZvSpk822XnXsaNsB+4umcf/K5PPu/LgpGJHoG8fnUo/XqUjsgidnveBJ59w/Brt930/3Flzn/nAuIahDFB+9+wK8/bWPfvkOw8yCfduvH/Q0lmiZJhULrMV/+TBiR/3vJ6NZWlfp9rK0p6bc+xrap0vFvNvJ5bN0Km3+EeYX8+u7bTGrfifSUixlpTmT5M32gUJ5NDB+mJRuURpFfd8KWX2HkVEY2vYyxyZ1Y8b/uMH+lEWa+NpfZd12ufKgKr7uVHV8Phk0bYOUa+GU3bN4JG39hz+BBDL+iA+9d2gbmpcOWJQy/sQOjfVYlC195Fpbnsv7N/nzbMkQzIhqRiGbkCHqmyK5/uxqobbBR1fWUByPSv8h+Qc3Inj/OTJPZoCHZCXEMS2lK4RNP8X3vvkxo30EByCKPg1XxXmR03EnmBKY0u5Jpd9yn/ERWDRvFhkkTKf7yA+a88AxTLvk3U+NaM7dxK5UGft37X6jcH6u69VLOpF8lN+PrFm0Y0bkzaf99mMVvvMIvoz7n9+8+ZtNHr5L14L1MbtOeeU1bMNflYYw/nuFNmzP91ttY/97rLPukDyu+eI2cbs8zrG0n5ia2JtOawByzlxmeREbFpTDz2pvZ8sbb7P/oMya1asnY2AQmNuvEsDadmfrIvRS/25slg95gy9jBbPz8M+a/1J1xl3dkcuM4in1+FsQ1YWqTDgpsNg0exM4JY9n+1VDynn+RqY88xqoeL7Hohk7M8TQk037kMKK+0gPJ6/SghTkXmsm2eJiWlMDrcT6an12X+qdfyPNPdmX3jgMGiPyFYETgSrQjElWzdNFSPv34M9ZIh6p9qnbsDcLIfQ3stRBGSga1k7FlJtf1Md7Thm/+fQ2zerzImiFDlZZtw8cfMvqaqxjZtCmjHV4KJMmYo6kC+CnX305ar94s/ORT1nzwGfkv92HwbbezrN9rrH68CxMS2jI7vi0zml/KuOtuZclrfdk3/B2+65ioIrBSvU0Y1rI1E+6/h+I332Td0BEs/3IYWS/0YmKny5jWti3fXXwxi559gp2fvsWwto2Znehnit/J+CsvZttHA0m/9RYGWcT8KKYZCeeNwMjfrjON3PCR1UBVnX9tXi8+IwIiIkZoTcBMs2cbYwa8xgMXHXufEQlfLXC5mO3xMc0Xq0Smc+0OxIRTYDeRb7eR5fCpFOjTvPFM8icyNi6Z0QmJjE70MdXvo8iUSIGpCZPiWvPtlTeyZvg42LiFBY8/zuiEWGakNFEaDxktNNUfq1Kqz/b5meHzMMPnYpbbTbrDSCAmpgtJ/JXmcKvB9UT9PcVnyFRPHKnOOKVFyDd7VZr8HLuPdJeH2R4PM7w+ZnqN+QynRzWu4pQ3ze9hcpyLSXEuJsd6mOYztpvjcZHltDHPZqfY7iLfG0dGfCKpiYnMTExgVmysGlBshjdWHV+2FZW8MVBaqFakfE1IGbOAzpwbKMVEo8TmVFEXhTEuZBwfiZT4uHES7c6rT/TZ9ej23Isc2BvywAQ0IkeaZyQY0qU1K7WtFFDfcYAPu/Tl2MDIkZl5tFZMngeVc8biJ80epzR8E+MTmJTUhKlJKcxIbMysuAT13EuHL+AimjBJMjbdHcd4f4KCZxmPSCKGZKwa8ReTqBmJ0lGD7bncynF1gt/LpFg707129c6k2/3McBvOvfo4Y/1JCtxmuYz3ZW5sM2U+nepJQMZqyvF6SXc4me7yoZa5kpjjSCDH6g1Ee7mR90tp7awV15GODDvcMs/soCLJibaTG+Oi0JlAljeOr33xND/pNBqdfhb9e/bg0N49cPBQMCyxzpF1JZG9IzVwZDVQm2GjqmsrD0YOHdwNfxCMSKRHgc2mJN/mMFK5Szp3myOw3KJARGCk9HrZxqWAJcdpUfk41tT3MT86mWmtL2PP8LGGCaewmLTr/s00v4uM+FhS7Qb4SKcvIwWLFFscFFkdgSHY9VDsoaUxLHuRKTDKsNkYU0enUQ/mQFD3YQybLkOn6/sSoAqVYquF8mS+zUqoLLDbgvNqe4uN4oCU5LcINc8cPoxIvhKBr2yLgwKTASNTXA4+S06iwzn1iTkrAiMfPNe7VsJIMFpKRvFV4fdGx62GRVDvkvGuSOJCvawMoJbT2WvI0WagTIcZET1vlPL8OQ2YtXoVSJSCBwW8AhR+8swJAYkz5vU5JQOzOS64zsiBU5ILp6prPVwI0ftVBCKyPAIjR9Y3Rvb+g2ugqg6/Nq+v/TCiISQUVIzGVcNIhssYPXdRjIccWzz5994Hy5fDwmXkPvkckxOTVCInFQorHa7LSZ7LRa7Tqcw/uQ4bIlrTUKYsJ7+KbqilFA1OjkPEuA6BIy25Dguhkm8XuKpYDI2HmVyrKaD9EA2IIQrIBMq02BzGuYP+IkcKI26yLa6yMHJ2Pcxn1eOlZ1+UKOUSVdrfTDNS62Ek+JyWaBFyLQ5Esk02Vep5Kavq5PUzruGjfBjRmjnj2SsTvVUKRgQ4AqJGABctpDMwGrjAigEpERj5gzuwyOn+OjVQm2GjqmvTMCKlNtMozcjuP8ZMI42RDjUNbxwrWh66nYS1prttZLgEVjzMdcUyrlUr5j/2KBMvu5pv3Ekq+ZKAS6HLyzx/HNkeFxkeJ3PdDiUaZqTRzVGq7vAyVPtgJBcrldvDaVNmFjGfKHFZyAoRDSa6DIWT0Okcu5lsm4ksSzSZ5iglMi3LZJ2GpmBpP7owItoRgREx02SbHIhm5IukJDqceSGmM+qWhRGx7R2FdPDHi5nmeIMRDR5ZMVZCRS8PfY/Kmw6HEQ0l4aXeTpdljhUKJKIhUeItgaGw9REY+ev0jZE7+YNroKoOvzavLwUj8qV78AAaRsb2f40Hlc9IXEnDoVWrR7GsCDoqWh7a2GXZnKQ57cxxiTiVXVts4GnWWDLN8eSa4imI8VBkclNkcyPbC4hIno6ZPgezvUa+DmlgM22WCsRGpq20ZNhsaJFcH+nOUDGT7jREf03qMkvU3FWIhOuKZFijVRnc3i45RUJBqTQkKXV5aF4R1ci7S4+wXM4y7TMiMCIqdoGRXLOL6W4XXyYn0/608zGddqEBI/KMaCejQPl38RmpvTCiNSE6LFjPO4PaENGMhGpHQt+hiqY1XOhSQ4ier6gsc7wgbIi5RktAK6I0I/Lc6eVSao1J4Nmtoq3R5pbDLSNmmj+4w4yc7tjVQG2GjaqurTbASJ7Zhoj+YtNlRcv1einFxyHNbiPVaWOWU6YNnwcZGn1RQOZFi+nBUEtreEl125nhtTPLY1cgoWEk22qhrNjIthpSHpQIjJQWw7auAUTKIFAEpkXTUWMpo7U59jAyOCmZdqecS8wp50dgpNb6jGj4KAsjZcCgio49dPtw2DgyGAmD4vDrCIVkvU4v0/MVlIcLIXq/CIwcu74xcuQ/uAaq6vBr8/pSMBII7dWakTEDXg1E04gtN+RLpoJGIbQhq8l0KFzUdNqAEQNCBBRyLTYko2iB2aLEgBybghYBEXHSTHdIBIBdaVREq2JkMbUqCMm1WKhMwkFFtCm6kQ6W1YAP7QdSs1ISW4VI0Eeggk6omo15ZZoRBSP/OAvzKefS7bkXVMZelV8kYKIRE0tEM6Jh4K9VHjUYOcrtRXjboqHicMsIjPzBHWbkdMeuBmozbFR1bRpGpG/RPiMqA6uKpnmVB+pdpML8FIwcIyCpKYCEbq9hJEOcOS1aw2IAhYCDYXoxTCwCI0rsAiAhYjO0IZVBSOi6cCAp42dShdajZgBS4sBaCkSCkRMaRKQM6wxrCCMCJfJ/Fk1Snskw01QII8qkZzwzERgJq/fw/8NxOh+BkUg0zbHrNSNHPiY1UFWHX5vXC4zIuDQCI3KdpZKevd6X++prGAnYcnUHF1oeYWMbChfVmRYA0ZJpdSAgIiLTanmYSUWbWPQ+el43tgIXobAhkSylpAptyeHDRShoVGc6RCtSHRgp83/R4FJ+5yk+J/J1WRzjRpwIJe/KV8mNufjkf2E67Rxe7NJV8arKrirPih5gsbblBTna1xPIM1L7fUbK/7+WgdQyz0Xl++n3pKLySI9/pPsfrkZE7xfRjByTbjFy0D+jBmozbFR1bRpGyh0oLwgjSSUe8KEQoqdr2LiFNz7VAZDQbYJQYTEAJBRGBEjCRcNHcL8ArIgmxZAIjMj/pFwYkaRnp56lYKRbl67KQhNM9a5ftqPd+de240VgpILhBgyfpfD3+Y+e11BxuGUERvSLHCmP+xqoqsOvzesFRnYHRu2V6UMho/Z++4bWjBxbGKlp46WjRqTUfiDiCxI0w2hzTKAM3V6mg0miAj4XpbQiogUJ14xUMV/7NSNaI1JRaXwZS91Ig15KMxKAkZgzzqZb1+c5YOhGSrQi8vaqDJSShVKLNvn9RcoIjERgJJKB9bjvp/8WN1CbYaOqazveYUQDSUUgIstrDCM1BJLjBka082sljq8CIwui3cg4NWKmGZJsaEYiMHKAiJkmPHorohmJpIP/W3Txx89NVtXh1+b1NTfTVOI7cpTMNlVpSsLhoqbzZTUj2lyjyyrMNmGakjKOpbrTD5bV8QepzjZhPiP6+GXgogINSAXba/W21LukuNcwkuoyYOTiU87CdHqIZkSPyKtf0aBGJKIZqerZ/TPW6/9vRWX4+1B2vnKfkiO/pwqe1+BzXfn5K7qv6i6PmGn0ixwpj/saqM2wUdW1hcNI0IF17za+E5+RevWZ5G0cTNVsJCcKyxmgIUSXR+hDUlXjVlP4CN8+vLEt8R2JwEi1YUT8OoIOrBpCdPkXMc9o35Xj3ExTVacc/j6Una8cBqp6X6teH4GR474TjNxA7aiBqjr82ry+NsCIHryrumWuXQbIK5Fw2KhqvmxjazSGJVAS0YyImaZSzUgERigy2ym02JWfTdUd7rHu0Cs+fgRGDF+oiuqhMs1IbowjMmpv7ehmI1dRnRqozbBR1bVpGKkwtFdpRkIdWI++maa6EKK3CwURma4KPsLXR2Ck9JeobqSlQ61MM/Jil+c5qLKcBTQfEc1IBEaOiha09PNY9v2sGLTkmdXP7+GWERipTi8X2ea4qIGqOvzavF5gRECkwqRnMjaN99jCyJF+VYbDRvh8RccvCRfW5pnwsgINSVjekTI+I9rWrX00gmX5fiE1jd4Jbh+4juD59XnDy+D5Az4nYet1I14ZjFhOO5sgjGjzhfYdifiMlE04d1Q66co74Yqea/3/rLgUbU7FUhYGwmHh8K6r5HrDj1fT+dLnL7C6OBKpuJ6cKvlfTrSTIlcSOb4EhsYm0OIfpxN1xtkM6NUT9u0NiSI7RJ3joseKXORftgZqM2xUdW3lwYhKB68zsEZgpCQhmnZc/RvByFAZtffksygXRrSpJgIjERipEXzVFD7Ct4/AyF+2M43c2JHVQFUdfm1e/1eAkWAys5DMrKHLSjQgkjK+PAnXiOj5iGYkAiNG23Box/ET2lvZl76xrmKtiGhMIpqRUNOPm4hm5Mj6x8jef2AN1GbYqOraKoSR3dsIDpT3B5lpygeF8uCh9LJQ8ChvuurjavgorwwBkupoRsJMIEETijKVHH9mmlAY6f7884aziDbTRDQjtdJnJAIjNTPbVF5fERj5A7vSyKmOtAaq6vBr83oNI1LqgfIOHdwLu39jbP/XeDBophHHVS1HJ7S3akgoDR1//PYaTgJAjSGWlwAAEN1JREFUUhGMhANIUGUd+MoM+mwcZRgJXE9p4KkgF0nwGqxlvnx1Y1yez4iGEdupZ1MujCgw0SG9utTP0l+kPM5Ce/X/U5filFxKLEYUkEQCqWggq5X8ECnzPFX4fJc2l5T4hFS1PEz7EvpsljddxfmPxF9E9tX1VH4ZgZEj7R8j+/+BNVCbYaM61yYgUiGM1G0YcGDVIFKNaBrJNxLskCtumMLhIttk43Ak/DhHbz4CIxEYMRoSZaZ5vif3NbCr90E699oa2hveqZYCEQGTCIyUcngNr6/S8xEY+QO70sipjrQGqtPh1+ZtNIzINUrSM0MzssPQjFQLRkJBpZqwYnGTa3YZEvDjOBwQkX2OHnyEa2IiMFICI+fQ/fmuxqtSxkzzF9GAhN5X6LTWjERgJKBVq/gDozofIWV8UsrThoQui2hGjrSLiuz/d6mB2gwaVV2bgIiE9UppwIio2g/A7l2MfP0N7qofw3dxjUmzx5WIw09aqISuk2mHn3R7+RK631y7D0M8zLV7SLW5Dktk32MjLubaA+JwMLcCSXM6KSUON2kiweV20pylJd1hR0ua3UYZcVhIK0cy7BbCJdNhJ1z0scsvS19vusONiFxzpt1NjtVLps3LdI+XQY0b0+q0fxF1xnm8+Hw345XWIb26DO24/2rTBwK3vOMA73fpyV2N7IyKSyHN4SXL5lY5bqSUepM6O2KR4xxlkeurcOwme3WfHSfpjsOXkneh9LMX/l5UPB++X8l8htPFkUjl9+VmttVJRmwCs+OT+DwhiZRTTqfBP/9Jvz692b93dyS09+/S0R8P91lVh19b12sQ0XlGNIwc3H+Ag7v28Pnr73BlIyvveRKZ4G/COG8yw60+xrmTypXxnmREJngbM9nXhCn+FFVKOvmJ7mQlsj58/zGeBEJltDeBimSsP4mJCU0YF5fMSJef4XYvo9yxjPElBmWcL5FQGe9NpDIJ3ba86Qm+JCb4EoIy3huPyAR/nCFx8UyIi2VifFxpSfAzMcHP5PgSmeD3Mt7nYYLHFZRxbidlxGNngtuQSS4rStxmJrtKZIrbwhS3jWkeh5LpXidapvqciEzxOpjosTHBbWWcR8SuZKzHjiFORnsNGetxMt7nY4rXzwSPh5EOO2/6/JjrnMAF517ECy90Z9uvO4w08AF4NZ4ZQzNyaD/8FcTwnQrck8CVaEZ2HeTd53pwtyOWQW06Ma15e2bFNmGa2c0kq5vJDi+THf5qyxRnHCLTXPFKprsTMESWxTLF6a+WTHfHMcMrx4hlvNnJaJONcVYXExxaHExwOJjgtFUgFiY4qyNl95/kshMqk90ORCZ6AuJzMdHnYpLfzYRYN5PiPEomxHsYH+dmnN/FGL9NyWifle88Fr51mysQWW9TMtprR2SMz6Gk5FnWz3TNyjFuGxWJnGdsvJNRCV6GJSXwbquW+E4/mbNPO4mXe/Zgx569HDqkfaUieUaOh/76L32NtRU2qrouDSN7A0nPtHZk985d/LZ1G2+/+gbt7V56prRmgC+JV93x9LJ66G3x0MfmLSW9bV5Eeljc9DS56BHjVPJytJ2Xomy82NBKtwYWXqhv5bmLTDxbN4ZnLoxW8lTdRpRINE/UrVieqhfD0/VNSPm/C6N47PyGZeR/5zUkVJ44tyGVSei2odNPXhDFU3Wjeb6ehS71rXRtaOH5+iaeqyfX3Yhn6jZQ8nS9+og8U78BzzSoV0aeq18Pkecb1FfyQoOGvBgVxcsxMfQwmZT0NP9/e2f2HMV1hfE7QoCNY5CQ0Db7JgRe4hgwthHCWBZCKwLilP2UtzzkwVWxjW2wgzdi4vCWSipJpfLguCp/R8qOgzEIYSSQhJZ4QQa0IgmJmZ6e+VLndp9WT3uG0YLxaNSj+tXt2+vtc5fz9ek7oyDeD4ZwIhzGByEiKDkZ8kPDiw+DGqcCXnzo90h+73ODOOnV+MDtwgnPHO95nHjHXYHjrnLJW+5yaDhxzKNx1OPEUY8bx9xuHHW5cLS8HK8Wl+Kl9YV4cWMRHhQCD2zYKMXI7IyyIsXIrclZnHr9OGo9Aby8fSeOP/wo/hDeglO+AE56vDjh9uGEOzBv3nf5Qbzn9EnerfCC+G2JE0cLS/HahuK0HCkoBkP70jFvl7rwZnE5jhWV4fWNpRpFm3B0I1H0g/BGYSGI1woKJEc2bMCrBXO8UlgASVEhXikqxMubiiS/KSnCy6XFeLWiBEecpXjDXQFqg2/63Xgr4EnL8aAXxNshv+SdcADvhgN4J+hfEm8HvLgTL5VswK9LCvCrkjK86PFhE/WH+9fidydPYTZCr7VJuGqCxP7Rs5x29dl/c5mcfrZuTydG6OmW/gnaR3/5B3aEq1DjDmDHAwXYKlbhkfw1eMiRL9mSlw+NNahapREW+QiJPASFA37hgE8IeIWAR8ctBIgKC2VCQMOBMuFAaRpoICgWQg4IZWIVKsTqJFxiNcy4xWrMB/Mxycv5cIl8OMUqSYVwyLKXm8rvFA6UCwecIg9OIZJwCQHGLRzwSpvkwSfy4BerZErr2D7WlOxnxS8EgkIgJATCOpVCYLMQqBJ5BptFHmg97RfQsZ5r7np58Ig8BEQ+Nuffj8pV6+AT+dgkHLjPsQY/Wb8Rrx05hrHhiRUjRqjfUh+ZVYBYHPj4o39i+0ObEdy4Dv61WrumeuD2zfU8n5TbCfcDak/cpqhO/A5qH/lJUN18nzzZn+ia1C4Cst/RsYTWToKyP1KfZPIRFHePkFgNJiBWgwmKNQiINQiKtZKAuA+p8Iu1mA98bEisAxF2PKBBy0sgJO5DarTrUNl8suzr4BIPwrm+FF5nEH/949+h3Irp30LUBIktRrLfX+d0CbNVbGQqF4sRfk3DkRE1qgIqcHXgG/R2dOKXz7+Ax0JVqHS6sMXtRaCkDL5SnZIK+Eoq4CmtgK/MKfGXuxBwuhF0eWRKedoWqPAi6PYj7Athc6ASW0NVqAoTWw0qK7fCIPwwKi2Eglvh925GMLAFW7c8hsd++gSe2F6NJ3fWJPHUEzUws2tHDVJh3se6vGvnHlQ/+QxqdtVi767n8FxNPfY9sx8NtY1orGtC6/4DaG44gJbGNklr00Gko63xIAg6pqW+BS11zWjd1yI5UH8ARNv+tmQaWtEmaUZbQzPaGhsNDjU0gjlY34RUHNjfhNb6BrTs24/muno0GjSgsU6jYV8DGuqaDOi+Gmqb5X3SPZMNanY/K/nzn/4mhcj32lWOvJ7hV0z8mobFCE0boT4yNDqMf//3Ezz/Qhsqq1xwOtejouxBeNzF8LhK4HKXweWqmBdutxOEx+OReL1eEAF/CMFgGKFQZUoqg5UwE/SHEPAGUekP45Gqh7Ht0cfx1Lan8fT2XZLqbbtQvW23zh5Ub9uD6sf3LpmaHbV4Zmcd9j5Zj7rqRuzb3YT9e1rRtLfNoLH2IIimukMa9YfRpNOy7/Dcen07758u5fPQsURr/fMSuVx3GK2LpOW5Q0hJ7c/RIvkFmp89jJa9h3Gg9hB2/Owp7H56D/710ceYmZzSoyK2GMlpJ79cbu57g3Ncmwya7etJfJgFCYuRuKKPvrpKudjeCTNn/vMFkvj0HM5+Mse5T9tBtH92Hhc+68DF0xfR+Xknus914fL5y+j9sgdXLvair/MKeruIHklPZze6u8xcQndXanouXQbR292NKz296Ou9YiDzl7vRZ6L/UjdSYd4n3fJgbx++G/wao0PXMTk8iunRSYOpsUlMjt7MCL32MnNr+CaYmZFJpEK7zgSmRycwPTaGKWJ8RDI9NoKZ8VHMjI8bzE5MwAptl8eOjGJKMo6pkTmsZZ8ansL0yLTG2C3cHJvG0NAN3Lg+htGRKYyMTsk2w21HtvEcFyPUDYxXmUjg3Llz6Dj7BTrOnMaXn59Bx+dnJe2nz6L9dHsaaNsc58+0o+OL87hwth0Xz3egq+MCLl24iMtfdqKn8xJ6ujrvSPelThA9l7vQf6UXA4N9GPxfv2RgYAD9/f0mBtHfP4j+vq90vkF/38IZ6P8WxODAVXz91TVc/XYYQ1dHcG1oDNevjWP4xk2MDE/Oi7Ebk2DGh6ewFOg849cXz9i1m0jPFMa+m8Xo0DSGr03gxvURDN8Ywuj4VYzPDEkSUOzXNMvFWed6ObNddKQrHzsUa2SEoiIS/maEuQJpnapNVJSihUZpJgKA4DyJGvMyXYgfM2k5SfTEAUWFnDxLE2glUcRj6VGVCAia0c5Qno5BjMKn6hwqRXtSYN4n1TKdh/4ZljxfXAvJKnGAokeSBBL03jgJWpcMbieQxCzF/3VuA2DYhtKOCSCakHbRbJNsi4Qag0YcCZXKpk+k44qllN4vKCoSUUWCiAJEVAOt3HNllWXkMtAYqwCKkpCo9LpC1U5JpyXIZBxRyJXUHBmhvsPmlHNZ6RtE9DF+JFCb6MrHLCnV64vqSo1EEbs9m4QSmYUZavNR5TaUWESiQvuLxeNQVBVKPKpBy0kkoKiLI6LEMBtRDCgfjdH5tfOZ20Wq7pSqjSzNZskPTsZ//eRBbT4p9bF06H1BjQC3VRVRukBiFsA04phADDdhixG9T9jJj2+BdM4+29fzIMv9lfJUZmNwkMKBHByvI+9jCftQXsL7WOqDj2UhQCMUj1hJ4iMqhYUcWBUFSgZUEivxuDaT3XJJypJzNmNck6+tp+Z9Ui1Lp2M+Pzkhk6CiwZUcdkroH3rqSJHGTp5SFh+UsmCzpDxw86DORedxk+uNUyoWm5tSKrtsg6YyWq8ly20tJ5eDTkwntXzo3NRWuFxczlxJDSPSvZvq2nB00gA861vbh+zM9uB6WmgqbWqxdfZlqc9R34sZUN6KYQw2CqU8BkhFS+OADgnppaCohmAn4b1gojEgCXrYMBEDaLyZkWKPKp86FjUMfpqivLbanjOSfS12RZUo20VHuvJlFiP0VE5P1tQx9eiAjBDQNyrYU+kjNn29jUjy3ro3pIGIIxVUmGX6oVum+TTy1k1PxunsS+OVHLNYLaRL2elxSibSxzwe5HgVpdbdeJvV+oaZ9WowDuRycNVZy8kX0O+R/QmLDc5zyutzJU0SI2Qr8jnsd6JAQgEoSkQBM4mMHKmIRmOIKNF5MBdNIMFC9bfoD71qlc5SE55UJ5RXFFVHF/Z69ISjKItJVTUKgoSIVXyYBQpH7GSfp35vRaECmmBRstg0SUhYhcU88pEoYOU2/daSHkGUtlQwG1dkpEmKHYqKkvCRAkuPSMbtr/Yuuh3bB94dC6R1RpYgQrbtx2LEnEqtwN6Nw/6ZUpNjZue5oDRVNbBnXS6pYTNLeOJurU9lI/O6dHZa6vVJqOhP/bkiNhZyH0Y0xCRK7nQ8C7QfOr1TGVJus0QKU0UBf8h16SKTd2U9PzDd1TRZhJJNqU7JRtrDmZ4mhb8AOzJiHpTs5XtugWwTGfMtj1mE8HIqMZLpfAsSHqmcprXGrPss1KFaj7fzRhh5wXWlC2o5EOfYRNWUTtu+x2U3ByhJMHLU756m+gSqmC1GrEO5nb/HFsjkrLN1OwsQc2oWI/Mt94IdnFUcWOvLut0WI4sXE1ZbLjRvi5Fl55xXmsj68cXI3CRaOzJiHczt/D21wHyddrbtZxYhvMxlpBfZvJwptcWIPlVmoY5+OexvixFbjGR5tMgWI/fU3dkXy2YLZHLWub7dFiO5LUakMM1yh7TSogEr6X6zSWxkKosdGclmT70CypbrYiPT/dlixBYjK8k52vd6b39bJpMAyKbt/wcSSvd1NayZdwAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Promise的三种状态\n",
    "- Pending----Promise对象实例创建时候的初始状态\n",
    "- Fulfilled----可以理解为成功的状态\n",
    "- Rejected----可以理解为失败的状态\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**这个承诺一旦从等待状态变成为其他状态就永远不能更改状态了**，比如说一旦状态变为 resolved 后，就不能再次改变为Fulfilled\n",
    "```js\n",
    "let p = new Promise((resolve, reject) => {\n",
    "  reject('reject')\n",
    "  resolve('success')//无效代码不会执行\n",
    "})\n",
    "p.then(\n",
    "  value => {\n",
    "    console.log(value)\n",
    "  },\n",
    "  reason => {\n",
    "    console.log(reason)//reject\n",
    "  }\n",
    ")\n",
    "```\n",
    "当我们在构造 Promise 的时候，构造函数内部的代码是立即执行的\n",
    "```js\n",
    "new Promise((resolve, reject) => {\n",
    "  console.log('new Promise')\n",
    "  resolve('success')\n",
    "})\n",
    "console.log('end')\n",
    "// new Promise => end\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### promise的链式调用\n",
    "- 每次调用返回的都是一个新的Promise实例(这就是then可用链式调用的原因)\n",
    "- 如果then中返回的是一个结果的话会把这个结果传递下一次then中的成功回调\n",
    "- 如果then中出现异常,会走下一个then的失败回调\n",
    "- 在 then中使用了return，那么 return 的值会被Promise.resolve() 包装(见例1，2)\n",
    "- then中可以不传递参数，如果不传递会透到下一个then中(见例3)\n",
    "- catch 会捕获到没有捕获的异常\n",
    "接下来我们看几个例子：\n",
    "```js\n",
    "// 例1\n",
    "Promise.resolve(1)\n",
    ".then(res => {\n",
    "    console.log(res)\n",
    "    return 2 //包装成 Promise.resolve(2)\n",
    "})\n",
    ".catch(err => 3)\n",
    ".then(res => console.log(res))\n",
    "```\n",
    "\n",
    "```js\n",
    "// 例2\n",
    "Promise.resolve(1)\n",
    "    .then(x => x + 1)\n",
    "    .then(x => {\n",
    "        throw new Error('My Error')\n",
    "    })\n",
    "    .catch(() => 1)\n",
    "    .then(x => x + 1)\n",
    "    .then(x => console.log(x)) //2\n",
    "    .catch(console.error)\n",
    "```\n",
    "\n",
    "```js\n",
    "// 例3\n",
    "let fs = require('fs')\n",
    "function read(url) {\n",
    "  return new Promise((resolve, reject) => {\n",
    "    fs.readFile(url, 'utf8', (err, data) => {\n",
    "      if (err) reject(err)\n",
    "      resolve(data)\n",
    "    })\n",
    "  })\n",
    "}\n",
    "read('./name.txt')\n",
    "    .then(function(data) {\n",
    "        throw new Error() //then中出现异常,会走下一个then的失败回调\n",
    "    }) //由于下一个then没有失败回调，就会继续往下找，如果都没有，就会被catch捕获到\n",
    "    .then(function(data) {\n",
    "        console.log('data')\n",
    "    })\n",
    "    .then()\n",
    "    .then(null, function(err) {\n",
    "        console.log('then', err)// then error\n",
    "    })\n",
    "    .catch(function(err) {\n",
    "        console.log('error')\n",
    "    })\n",
    "```\n",
    "Promise不仅能够捕获错误，而且也很好地解决了回调地狱的问题，可以把之前的回调地狱例子改写为如下代码：\n",
    "```js\n",
    "ajax(url)\n",
    "  .then(res => {\n",
    "      console.log(res)\n",
    "      return ajax(url1)\n",
    "  }).then(res => {\n",
    "      console.log(res)\n",
    "      return ajax(url2)\n",
    "  }).then(res => console.log(res))\n",
    "```\n",
    "它也是存在一些缺点的，比如无法取消 Promise，错误需要通过回调函数捕获。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 生成器Generators/ yield\n",
    "Generator 函数是 ES6 提供的一种异步编程解决方案，语法行为与传统函数完全不同，Generator 最大的特点就是可以控制函数的执行。\n",
    "\n",
    "generator---生成器，写法和普通函数（用function关键字声明）基本一样，只是在函数名前增加了“*”号\n",
    "\n",
    "- 语法上，首先可以把它理解成，Generator 函数是一个状态机，封装了多个内部状态。\n",
    "- **Generator 函数除了状态机，还是一个遍历器对象生成函数。**\n",
    "- **可暂停函数, yield可暂停，next方法可启动，每次返回的是yield后的表达式结果。**\n",
    "- yield表达式本身没有返回值，或者说总是返回undefined。**next方法可以带一个参数，该参数就会被当作上一个yield表达式的返回值。**"
   ]
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   "cell_type": "markdown",
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   "source": [
    "我们先来看个例子：\n",
    "```js\n",
    "function *foo(x) {\n",
    "  let y = 2 * (yield (x + 1))\n",
    "  let z = yield (y / 3)\n",
    "  return (x + y + z)\n",
    "}\n",
    "let it = foo(5)\n",
    "console.log(it.next())   // => {value: 6, done: false}\n",
    "console.log(it.next(12)) // => {value: 8, done: false}\n",
    "console.log(it.next(13)) // => {value: 42, done: true}\n",
    "```\n",
    "可能结果跟你想象不一致，接下来我们逐行代码分析：\n",
    "- 首先 Generator 函数调用和普通函数不同，它会返回一个迭代器\n",
    "- 当执行第一次 next 时，传参会被忽略，并且函数暂停在 yield (x + 1) 处，所以返回 5 + 1 = 6\n",
    "- 当执行第二次 next 时，传入的参数12就会被当作上一个yield表达式的返回值，如果你不传参，yield 永远返回 undefined。此时 let y = 2 * 12，所以第二个 yield 等于 2 * 12 / 3 = 8\n",
    "- 当执行第三次 next 时，传入的参数13就会被当作上一个yield表达式的返回值，所以 z = 13, x = 5, y = 24，相加等于 42"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "我们再来看个例子：有三个本地文件，分别1.txt,2.txt和3.txt，内容都只有一句话，下一个请求依赖上一个请求的结果，想通过Generator函数依次调用三个文件\n",
    "```js\n",
    "//1.txt文件\n",
    "2.txt\n",
    "\n",
    "//2.txt文件\n",
    "3.txt\n",
    "\n",
    "//3.txt文件\n",
    "结束\n",
    "```\n",
    "\n",
    "```js\n",
    "let fs = require('fs')\n",
    "function read(file) {\n",
    "  return new Promise(function(resolve, reject) {\n",
    "    fs.readFile(file, 'utf8', function(err, data) {\n",
    "      if (err) reject(err)\n",
    "      resolve(data)\n",
    "    })\n",
    "  })\n",
    "}\n",
    "function* r() {\n",
    "  let r1 = yield read('./1.txt')\n",
    "  let r2 = yield read(r1)\n",
    "  let r3 = yield read(r2)\n",
    "  console.log(r1)\n",
    "  console.log(r2)\n",
    "  console.log(r3)\n",
    "}\n",
    "let it = r()\n",
    "let { value, done } = it.next()\n",
    "value.then(function(data) { // value是个promise\n",
    "  console.log(data) //data=>2.txt\n",
    "  let { value, done } = it.next(data)\n",
    "  value.then(function(data) {\n",
    "    console.log(data) //data=>3.txt\n",
    "    let { value, done } = it.next(data)\n",
    "    value.then(function(data) {\n",
    "      console.log(data) //data=>结束\n",
    "    })\n",
    "  })\n",
    "})\n",
    "// 2.txt=>3.txt=>结束\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "从上例中我们看出手动迭代 `Generator` 函数很麻烦，实现逻辑有点绕，而实际开发一般会配合[` co库`](http://www.ruanyifeng.com/blog/2015/05/co.html) 去使用。`co` **函数库可以让你不用编写 Generator 函数的执行器。co 函数只要传入Generator 函数 ，就会自动执行Generator 函数的执行器。**\n",
    "\n",
    "co 函数返回一个 Promise 对象，因此可以用 then 方法添加回调函数。**\n",
    "\n",
    "安装`co`库只需：`npm install co`\n",
    "\n",
    "上面例子只需两句话就可以轻松实现\n",
    "```js\n",
    "function* r() {\n",
    "  let r1 = yield read('./1.txt')\n",
    "  let r2 = yield read(r1)\n",
    "  let r3 = yield read(r2)\n",
    "  console.log(r1)\n",
    "  console.log(r2)\n",
    "  console.log(r3)\n",
    "}\n",
    "let co = require('co')\n",
    "co(r()).then(function(data) {\n",
    "  console.log(data)\n",
    "})\n",
    "// 2.txt=>3.txt=>结束=>undefined\n",
    "```\n",
    "我们可以通过 Generator 函数解决回调地狱的问题，可以把之前的回调地狱例子改写为如下代码：\n",
    "```js\n",
    "function *fetch() {\n",
    "    yield ajax(url, () => {})\n",
    "    yield ajax(url1, () => {})\n",
    "    yield ajax(url2, () => {})\n",
    "}\n",
    "let it = fetch()\n",
    "let result1 = it.next()\n",
    "let result2 = it.next()\n",
    "let result3 = it.next()\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### async/await\n",
    "#### Async/Await简介\n",
    "使用async/await，你可以轻松地达成之前使用生成器和co函数所做到的工作,它有如下特点：\n",
    "\n",
    "- async/await是基于Promise实现的，它不能用于普通的回调函数。\n",
    "- async/await与Promise一样，是非阻塞的。\n",
    "- async/await使得异步代码看起来像同步代码，这正是它的魔力所在。"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**一个函数如果加上 async ，那么该函数就会返回一个 Promise**\n",
    "```js\n",
    "async function async1() {\n",
    "  return \"1\"\n",
    "}\n",
    "console.log(async1()) // -> Promise {<resolved>: \"1\"}\n",
    "```\n",
    "Generator函数依次调用三个文件那个例子用async/await写法，只需几句话便可实现\n",
    "```js\n",
    "let fs = require('fs')\n",
    "function read(file) {\n",
    "  return new Promise(function(resolve, reject) {\n",
    "    fs.readFile(file, 'utf8', function(err, data) {\n",
    "      if (err) reject(err)\n",
    "      resolve(data)\n",
    "    })\n",
    "  })\n",
    "}\n",
    "async function readResult(params) {\n",
    "  try {\n",
    "    let p1 = await read(params, 'utf8')//await后面跟的是一个Promise实例\n",
    "    let p2 = await read(p1, 'utf8')\n",
    "    let p3 = await read(p2, 'utf8')\n",
    "    console.log('p1', p1)\n",
    "    console.log('p2', p2)\n",
    "    console.log('p3', p3)\n",
    "    return p3\n",
    "  } catch (error) {\n",
    "    console.log(error)\n",
    "  }\n",
    "}\n",
    "readResult('1.txt').then( // async函数返回的也是个promise\n",
    "  data => {\n",
    "    console.log(data)\n",
    "  },\n",
    "  err => console.log(err)\n",
    ")\n",
    "// p1 2.txt\n",
    "// p2 3.txt\n",
    "// p3 结束\n",
    "// 结束\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Async/Await并发请求\n",
    "如果请求两个文件，毫无关系，可以通过并发请求\n",
    "```js\n",
    "let fs = require('fs')\n",
    "function read(file) {\n",
    "  return new Promise(function(resolve, reject) {\n",
    "    fs.readFile(file, 'utf8', function(err, data) {\n",
    "      if (err) reject(err)\n",
    "      resolve(data)\n",
    "    })\n",
    "  })\n",
    "}\n",
    "function readAll() {\n",
    "  read1()\n",
    "  read2()//这个函数同步执行\n",
    "}\n",
    "async function read1() {\n",
    "  let r = await read('1.txt','utf8')\n",
    "  console.log(r)\n",
    "}\n",
    "async function read2() {\n",
    "  let r = await read('2.txt','utf8')\n",
    "  console.log(r)\n",
    "}\n",
    "readAll() // 2.txt 3.txt\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 总结\n",
    "1. **JS 异步编程进化史：callback -> promise -> generator -> async + await**\n",
    "2. **async/await 函数的实现，就是将 Generator 函数和自动执行器，包装在一个函数里**\n",
    "3. **async/await可以说是异步终极解决方案了**\n",
    "    - **(1) async/await函数相对于Promise，优势体现在：**\n",
    "        - 处理 then 的调用链，能够更清晰准确的写出代码\n",
    "        - 并且也能优雅地解决回调地狱问题。\n",
    "当然async/await函数也存在一些缺点，因为 await 将异步代码改造成了同步代码，如果多个异步代码没有依赖性却使用了 await 会导致性能上的降低，代码没有依赖性的话，完全可以使用 Promise.all 的方式。\n",
    "\n",
    "    - **(2) async/await函数对 Generator 函数的改进，体现在以下三点：**\n",
    "        - 内置执行器。\n",
    "        - Generator 函数的执行必须靠执行器，所以才有了 co 函数库，而 async 函数自带执行器。也就是说，**async 函数的执行，与普通函数一模一样，只要一行。**\n",
    "        - 更广的适用性。 co 函数库约定，yield 命令后面只能是 [Thunk](http://www.ruanyifeng.com/blog/2015/05/thunk.html) 函数或 Promise 对象，而 **async 函数的 await 命令后面，可以跟 Promise 对象和原始类型的值（数值、字符串和布尔值，但这时等同于同步操作）。**\n",
    "        - 更好的语义。 async 和 await，比起星号和 yield，语义更清楚了。async 表示函数里有异步操作，await 表示紧跟在后面的表达式需要等待结果。\n",
    "        \n",
    "**补充：**\n",
    "\n",
    "JavaScript 语言是**传值调用**。"
   ]
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